A Novel Dependency-to-String Model for Statistical Machine Translation
|
|
|
- Leo Watson
- 6 years ago
- Views:
Transcription
1 A Novel Dependency-to-String Model for Statistical Machine Translation Jun Xie Haitao Mi Qun Liu Institute of Computing Technology Chinese Academy of Sciences INSTITUTE OF COMPUTING TECHNOLOGY
2 Dependency Structure 举行 (hold) 世界杯 (World Cup) 在 (in/at) 成功 (successfully) 2010 年 (2010) FIFA (FIFA) 南非 (South Africa)
3 Dependency Structure 举行 (hold) 世界杯 (World Cup) 在 (in/at) 成功 (successfully) 2010 年 (2010) FIFA (FIFA) 南非 (South Africa) Best phrasal cohesion properties (Fox, 2002)
4 Dependency Structure 举行 (hold) 世界杯 (World Cup) 在 (in/at) 成功 (successfully) 2010 年 (2010) FIFA (FIFA) 南非 (South Africa) Best phrasal cohesion properties (Fox, 2002) Dependencies encode the semantic relations directly
5 Dependency Structures in SMT
6 Dependency Structures in SMT string-to-dependency bushi yu shalong juxing le huitan a Sharon Bush talk with held (Shen et al., 2008)
7 Dependency Structures in SMT string-to-dependency dependency-to-string juxing bushi yu le huitan bushi yu shalong juxing le huitan shalong Bush a talk with Sharon Bush held a talk with Sharon held (Shen et al., 2008) (Xiong et al., 2007)
8 Dependency Structures in SMT string-to-dependency dependency-to-string dependency-to-dependency juxing juxing bushi yu le huitan bushi yu le huitan bushi yu shalong juxing le huitan shalong shalong Bush a talk with Sharon Bush held a talk with Sharon Bush a talk with Sharon held held (Shen et al., 2008) (Xiong et al., 2007) (Quirk et al., 2005; Ding et al, 2005 Lin et al., 2004)
9 Dependency Structures in SMT dependency-to-string juxing bushi yu le huitan shalong Bush held a talk with Sharon (Xiong et al., 2007)
10 Dependency Structures in SMT dependency-to-string juxing bushi yu le huitan shalong Bush held a talk with Sharon (Xiong et al., 2007) Treelets as elementary structures
11 Dependency Structures in SMT dependency-to-string juxing bushi yu le huitan shalong Bush held a talk with Sharon (Xiong et al., 2007) Treelets as elementary structures Heuristics to assist translations
12 Dependency Structures in SMT dependency-to-string juxing bushi yu le huitan shalong Bush held a talk with Sharon (Xiong et al., 2007) Treelets as elementary structures Heuristics to assist translations Problem: heuristics is not reliable
13 Dependency Structures in SMT dependency-to-string juxing bushi yu le huitan shalong Bush held a talk with Sharon (Xiong et al., 2007) Treelets as elementary structures Heuristics to assist translations Problem: heuristics is not reliable Idea: specify ordering directly in translation rules
14 Preview of Results We specify ordering information directly in head-dependents rules
15 Preview of Results We specify ordering information directly in head-dependents rules 举行 X1 was held X3 X2 世界杯在 AD3 1 2
16 Preview of Results We specify ordering information directly in head-dependents rules 举行 X1 was held X3 X2 世界杯在 AD3 1 2 No heuristics
17 Preview of Results We specify ordering information directly in head-dependents rules 举行 X1 was held X3 X2 世界杯在 AD3 1 2 No heuristics Better performance
18 cons2str hiero-re dep2str nist2004 nist2005
19 cons2str hiero-re dep2str nist2004 nist2005 The first source dependency-based model outperforming the state-of-the-art models
20 Our dependency-to-string model captures patterns of sentences and phrases
21 Intuitions
22 Intuitions Intuition 1 A sentence is formed by An instance of sentence pattern Instances of phrase patterns
23 Sentence pattern VV NR P AD
24 Sentence pattern VV jǔxíng 举行 NR P AD 世界杯 shijìebēi 在成功 zài chénggōng
25 Sentence pattern VV jǔxíng 举行 Phrase patterns NR P AD NR 世界杯 shijìebēi 在成功 zài chénggōng NT NR
26 Sentence pattern VV jǔxíng 举行 Phrase patterns NR P AD NR 世界杯 shijìebēi shijìebēi 世界杯 在成功 zài chénggōng NT NR 2010 年 FIFA 2010niàn
27 Sentence pattern VV jǔxíng 举行 NR P AD 世界杯 shijìebēi 在成功 zài chénggōng Phrase patterns NR P shijìebēi 世界杯 NT NR NR 2010 年 FIFA 2010niàn
28 Sentence pattern VV jǔxíng 举行 NR P AD 世界杯 shijìebēi 在成功 zài chénggōng Phrase patterns NR P shijìebēi 世界杯 zài 在 NT NR NR 2010 年 FIFA 2010niàn 南非 nánfēi
29 举行 世界杯 在 成功 2010 年 FIFA 南非 2010 年 FIFA 世界杯在南非成功举行 2010niàn shijìebēi zài nánfēi chénggōng jǔxíng
30 Elementary structures: Head-dependents relations 举行 世界杯 在 成功 2010 年 FIFA 南非 2010 年 FIFA 世界杯在南非成功举行 2010niàn shijìebēi zài nánfēi chénggōng jǔxíng
31 Intuitions Intuition 2 A pattern has many variants
32 Intuitions Intuition 2 A pattern has many variants P NR 1
33 Intuitions Intuition 2 A pattern has many variants 在 zài P 南非 nánfēi NR 1
34 Intuitions Intuition 2 A pattern has many variants P 在 zài 南非 nánfēi NR NR 1 2
35 Intuitions Intuition 2 A pattern has many variants 在 zài P 南非 nánfēi NR 1
36 Intuitions Intuition 2 A pattern has many variants 在 zài P P NR 1 南非 nánfēi 3
37 Intuitions Intuition 2 A pattern has many variants 在 zài P 南非 nánfēi NR 1
38 Intuitions Intuition 2 A pattern has many variants P 在 zài NR 1 南非 nánfēi 4
39 Intuitions Intuition 2 A pattern has many variants 在 zài P 在 zài P 在 zài 南非 nánfēi NR NR 南非 nánfēi 南非 nánfēi
40 Grammar Head-dependents rules jǔxíng 举行 X1 was held successfully X2 世界杯在成功 1 2 shijìebēi zài chénggōng
41 Grammar Head-dependents rules jǔxíng 举行 X1 was held X3 X2 世界杯 shijìebēi 在 1 2 zài AD3
42 Grammar Head-dependents rules VV4 X1 X4 X3 X2 NR P 1 2 AD3
43 Grammar Head rules 成功 successfully chénggōng
44 Grammar Derivation 2010 年 FIFA 世界杯在南非成功举行 2010niàn shijìebēi zài nánfēi chénggōng jǔxíng
45 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR
46 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR R1: 举行 X1 was held X3 X2 世界杯 1 在 2 AD3
47 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR R1: 举行 X1 was held X3 X2 世界杯 1 在 2 AD3
48 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR R1: 举行 X1 was held X3 X2 世界杯 1 在 2 AD3
49 世界杯 /NR was held 成功 /AD 在 /P 2010 年 /NT FIFA/NR 南非 /NR
50 世界杯 /NR was held 成功 /AD 在 /P 2010 年 /NT FIFA/NR 南非 /NR R2: 世界杯 2010 FIFA World Cup 2010 年 FIFA
51 世界杯 /NR was held 成功 /AD 在 /P 2010 年 /NT FIFA/NR 南非 /NR R2: 世界杯 2010 FIFA World Cup 2010 年 FIFA
52 世界杯 /NR was held 成功 /AD 在 /P 2010 年 /NT FIFA/NR 南非 /NR R2: 世界杯 2010 FIFA World Cup 2010 年 FIFA
53 2010 FIFA World Cup was held 成功 /AD 在 /P 南非 /NR
54 2010 FIFA World Cup was held 成功 /AD 在 /P 南非 /NR R3: 成功 successfully
55 2010 FIFA World Cup was held 成功 /AD 在 /P 南非 /NR R3: 成功 successfully
56 2010 FIFA World Cup was held 成功 /AD 在 /P 南非 /NR R3: 成功 successfully
57 2010 FIFA World Cup was held successfully 在 /P 南非 /NR
58 2010 FIFA World Cup was held successfully 在 /P 南非 /NR R4: 在 in x1 NR1
59 2010 FIFA World Cup was held successfully 在 /P 南非 /NR R4: 在 in x1 NR1
60 2010 FIFA World Cup was held successfully 在 /P 南非 /NR R4: 在 in x1 NR1
61 2010 FIFA World Cup was held successfully in 南非 /NR
62 2010 FIFA World Cup was held successfully in 南非 /NR R5: 南非 South Africa
63 2010 FIFA World Cup was held successfully in 南非 /NR R5: 南非 South Africa
64 2010 FIFA World Cup was held successfully in 南非 /NR R5: 南非 South Africa
65 2010 FIFA World Cup was held successfully in South Africa
66 Decoding Bottom-up chart parsing
67 Decoding Bottom-up chart parsing Post-order transverse
68 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR
69 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR
70 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年
71 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年 Rule set
72 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 2010 年 Rule set 南非 /NR 2010 年 2010
73 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR
74 举行 /VV 世界杯 /NR 在 /P 成功 /AD 世界杯 2010 年 FIFA 2010 年 /NT FIFA/NR 南非 /NR NR NT NR
75 举行 /VV 世界杯 /NR 在 /P 成功 /AD 世界杯 2010 年 FIFA 2010 年 /NT FIFA/NR 南非 /NR NR Rule set NT NR
76 举行 /VV 世界杯 /NR 在 /P 成功 /AD 世界杯 2010 年 FIFA 2010 年 /NT FIFA/NR 世界杯 2010 年 FIFA 2010 FIFA World Cup 南非 /NR Rule set NT NR NR NR3 X1 X2 X3 NT1 NR2
77 Experiments Large scale experiments on Chinese-to-English translation
78 Baselines Constituency-to-String model (Liu et.al., 2006) Replication of HPB (Chiang, 2005) Data Training: 1.5M sentence pairs from LDC LM: Xinhua portion of Gigaword Dev Set: NIST 2002 Test Sets: NIST 2004 /2005 Stanford Parser (Klein et al., 2003)
79 Rule # 30 cons2str hiero-re dep2str Rule # (M)
80 BLEU Score cons2str hiero-re dep2str nist2004 nist2005
81 BLEU Score cons2str hiero-re dep2str nist2004 nist2005 The first source dependency-based model outperforming the state-of-the-art models
82 Analysis of Translations
83 Analysis of Translations Better long distance reordering
84 Example 1 subj prep prep 巴尼耶在美国国务院与鲍尔短暂会谈后表示 bāníyē yǔ bāoěr biǎoshǐ Reference: After a brief talk with Powell at the US State Department, Barnier said
85 Example 1 subj prep prep 巴尼耶在美国国务院与鲍尔短暂会谈后表示 bāníyē yǔ bāoěr biǎoshǐ Reference: After a brief talk with Powell at the US State Department, Barnier said Cons2str: Barnier after brief talks in US State Department and Powell said Hiero-re: After a short meeting with Barnier on the US State Department, Powell said
86 Example 1 subj prep prep 巴尼耶在美国国务院与鲍尔短暂会谈后表示 bāníyē yǔ bāoěr biǎoshǐ Reference: After a brief talk with Powell at the US State Department, Barnier said Dep2str After brief talks with Powell, the US State Department Barnier said
87 Example 2 subj obj 中国赞赏反恐委员会所做的努力 zhōngguǒ zànshǎng Reference: 24 words nǔlì China appreciates the efforts of the Counter-Terrorism Committee to promote
88 Example 2 subj obj 中国赞赏反恐委员会所做的努力 zhōngguǒ zànshǎng Reference: China appreciates the efforts of the Counter-Terrorism Committee to promote Cons2str: China appreciates building for the efforts, Hiero-re: 24 words China appreciates support for efforts nǔlì
89 Example 2 subj obj 中国赞赏反恐委员会所做的努力 zhōngguǒ zànshǎng Reference: 24 words nǔlì China appreciates the efforts of the Counter-Terrorism Committee to promote Dep2str: China appreciates efforts of Anti-Terrorism
90 Conclusion The first source dependency-based model that outperforms state-of-the-art models
91 Conclusion The first source dependency-based model that outperforms state-of-the-art models Better long distance reordering
92 Conclusion The first source dependency-based model that outperforms state-of-the-art models Better long distance reordering No heuristics
93 Conclusion The first source dependency-based model that outperforms state-of-the-art models Better long distance reordering No heuristics Future work Employ parse forest to alleviate parse errors
94 Conclusion The first source dependency-based model that outperforms state-of-the-art models Better long distance reordering No heuristics Future work Employ parse forest to alleviate parse errors Exploit typed dependencies to direct translation
95 Thanks!
96 About heuristics 举行 世界杯 * 成功 在 2010 年 FIFA 南非 2010 Cup was held successfully in South Africa
97 About heuristics 举行 世界杯 * 成功 在 2010 年 FIFA 南非 2010 Cup was held successfully in South Africa
98 Rule acquisition Intuition 3 Semantically close items tend to stay close across languages
99 2010 年 FIFA 世界杯在南非成功举行 2010niàn shijìebēi zài nánfēi chénggōng jǔxíng 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 FIFA World Cup was held successfully in South Africa
100 2010 年 FIFA 世界杯在南非成功举行 2010niàn shijìebēi zài nánfēi chénggōng jǔxíng 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 FIFA World Cup was held successfully in South Africa
101 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年 FIFA 世界杯在南非成功举行 2010 FIFA [World Cup] was held successfully in [South Africa]
102 Rule acquisition Acceptable head-dependents fragments Intuition 3 Rule induction Intuition 2
103 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年 FIFA 世界杯在南非成功举行 2010 FIFA [World Cup] was held successfully in [South Africa]
104 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年 FIFA 世界杯在南非成功举行 2010 FIFA [World Cup] was held successfully in [South Africa]
105 举行 /VV 世界杯 /NR 在 /P 成功 held successfully $[South Africa]$
106 Rule acquisition Rule induction Generate variants of the encoded pattern
107 Rule acquisition Rule induction Generate variants of the encoded pattern VV NR P AD
108 Rule acquisition Rule with four lexical words (fully lexicalized) 举行 X1 held successfully X2 世界杯在成功 1 2
109 Rule acquisition Rules with three lexical words VV4 世界杯在成功 1 2 X1 X4 successfully X2
110 Rule acquisition Rules with two lexical words 举行 X1 held successfully X2 NR P 成功 1 2
111 Rule acquisition Rules with one lexical word 举行 X1 held X3 X2 NR P AD3 1 2
112 Rule acquisition Rule of the pattern (fully unlexicalized) VV4 X1 X4 X3 X2 NR P AD3 1 2
113 About restrictions Three types of nodes Head node Internal nodes Leave nodes jǔxíng 举行 世界杯 shijìebēi 在成功 zài chénggōng
114 About restrictions Open word class {CD,DT,OD,JJ,NN,NR,NT,AD,FW,PN}
115 Why not multiple layer? Head dependents rules Better long distance relation capture capability
116 Why not multiple layer? Head dependents rules Better long distance relation capture capability 举行 X1 was held X3 X2 世界杯在 AD3 1 2
117 IP NP( 世界杯 ) VP PP NP NP ADVP VP NT NR NR P NR AD VV 2010 年 FIFA 世界杯在南非成功举行
118 11 nodes 6 levels IP NP( 世界杯 ) VP PP NP NP ADVP VP NT NR NR P NR AD VV 2010 年 FIFA 世界杯在南非成功举行
119 Why not multiple layer? Data sparseness problem
120 Why not multiple layer? Data sparseness problem Head-dependents relation with verb as head More than 4 nodes
121 Why not multiple layer? Data sparseness problem Head-dependents relation with verb as head More than 4 nodes Massive grammar size
122 Why not GHKM span? Top level head-dependents relations the GHKM spans often overlap
123 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年 FIFA 世界杯在南非成功举行 2010 FIFA [World Cup] was held successfully in [South Africa]
124 举行 /VV 世界杯 /NR 在 /P 成功 /AD 2010 年 /NT FIFA/NR 南非 /NR 2010 年 FIFA 世界杯在南非成功举行 2010 FIFA [World Cup] was held successfully in [South Africa]
125 Why not GHKM span? A looser constraint under the intuition --semantically closed items tends to stay close across languages
Joint Parsing and Translation
Joint arsing and Translation Yang Liu and Qun Liu Institute of Computing Technology Chinese Academy of Sciences August 26, 2010 COLING 2010, Beijing, China 1 Separate arsing and Translation source target
London Marathon 伦敦马拉松
London Marathon 2008 2008 伦敦马拉松 1 London Marathon 2008 2008 伦敦马拉松 A Variety of Athletic Runners and Fundraisers 众多运动员和基金筹集人员 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : The
Return of the Heroes 奥运健将凯旋归来
Return of the Heroes 奥运健将凯旋归来 1 Return of the Heroes 奥运健将凯旋归来 Welcome Back Team GB 欢迎英国队回来 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : Members of the British Team received a
The 2009 Snooker World Championship 2009 年世界台球锦标赛
The 2009 Snooker World Championship 2009 年世界台球锦标赛 1 The 2009 Snooker World Championship 2009 年世界台球锦标赛 Chinese Players Put On a Great Show 中国选手表现出色 Read the text below and do the activity that follows.
Syntax and Parsing II
Syntax and Parsing II Dependency Parsing Slav Petrov Google Thanks to: Dan Klein, Ryan McDonald, Alexander Rush, Joakim Nivre, Greg Durrett, David Weiss Lisbon Machine Learning School 2015 Notes for 2016
Swimming Star 泳坛新星 1
Swimming Star 泳坛新星 1 Swimming Star 泳坛新星 A thirteen year old swimming success 十三岁的游泳健将 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : Need some inspiration? Looking for a sporting
Approximate Grammar for Information Extraction
Approximate Grammar for Information Extraction Akshar Bharati, V.Sriram, B.Ravi Sekhar Reddy, Rajeev Sangal International Institute of Information Technology, Hyderabad {sriram,ravi_b}@gdit.iiit.net,{sangal}@iiit.net
A Minimal Span-Based Neural Constituency Parser. Mitchell Stern, Jacob Andreas, Dan Klein UC Berkeley
A Minimal pan-based Neural Constituency Parser Mitchell tern, Jacob Andreas, Dan Klein UC Berkeley Parsing as pan Classification. he enjoys playing tennis Parsing as pan Classification. he enjoys playing
Using Perceptual Context to Ground Language
Using Perceptual Context to Ground Language David Chen Joint work with Joohyun Kim, Raymond Mooney Department of Computer Sciences, University of Texas at Austin 2009 IBM Statistical Machine Learning and
The English Premier League
The English Premier League 1 The English Premier League 英超联赛 Pre-season Transfers 赛季前的转队球员 Although the 2005/2006 football season doesn t start until mid-august, Premiership clubs are in a state of frantic
Syntax and Parsing II
Syntax and Parsing II Dependency Parsing Slav Petrov Google Thanks to: Dan Klein, Ryan McDonald, Alexander Rush, Joakim Nivre, Greg Durrett, David Weiss Lisbon Machine Learning School 2016 Dependency Parsing
Athletics World Championships: 世界田径锦标赛
Athletics World Championships: 世界田径锦标赛 Athletics World Championships 世界田径锦标赛 Usain Bolt Makes History Again 博尔特再破世界纪录 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : It's happened
Statistical Machine Translation
Statistical Machine Translation Hicham El-Zein Jian Li University of Waterloo May 20, 2015 Hicham El-Zein Jian Li (UW) Statistical Machine Translation May 20, 2015 1 / 69 Overview 1 Introduction 2 Challenges
Coupling distributed and symbolic execution for natural language queries. Lili Mou, Zhengdong Lu, Hang Li, Zhi Jin
Coupling distributed and symbolic execution for natural language queries Lili Mou, Zhengdong Lu, Hang Li, Zhi Jin doublepower.mou@gmail.com Outline Introduction to neural enquirers Coupled approach of
HOW DO I REGISTER FOR SKATE SASKATOON PROGRAMS?
HOW DO I REGISTER FOR SKATE SASKATOON PROGRAMS? Go to www.skatesaskatoon.com. Create yourself a login using your email address and password that you will remember as you will need it each time you login.
The Chinese steel industry at a crossroads. Frank Zhong, World Steel Association - China Iron Ore 2018, Beijing
The Chinese steel industry at a crossroads Frank Zhong, World Steel Association - China Iron Ore 2018, Beijing Disclaimer This document is protected by copyright. Distribution to third parties or reproduction
汉字的笔画. 学习目标 Objective. 学习基本笔画和复合笔画 Learn basic and compound strokes
1 汉 学习目标 Objective 学习基本笔画和复合笔画 Learn basic and compound strokes 基本笔画 Basic Strokes 现代汉字是方块形的, 是由一些基本笔画组成的 Chinese characters are square-shaped and composed of some basic strokes. 1. 看一看, 写一写 Look and write.
CS472 Foundations of Artificial Intelligence. Final Exam December 19, :30pm
CS472 Foundations of Artificial Intelligence Final Exam December 19, 2003 12-2:30pm Name: (Q exam takers should write their Number instead!!!) Instructions: You have 2.5 hours to complete this exam. The
A Novel Decode-Aware Compression Technique for Improved Compression and Decompression
A Novel Decode-Aware Compression Technique for Improved Compression and Decompression J. Suresh Babu, K. Tirumala Rao & P. Srinivas Department Of Electronics & Comm. Engineering, Nimra College of Engineering
亚洲脉络电子通讯 e-newsletter. 封面故事 Cover Story 2014 Q2. OneAsia Cloud Based Video Surveillance Solution
封面故事 Cover Story 2014 Q2 亚洲脉络电子通讯 e-newsletter OneAsia Cloud Based Video Surveillance Solution Keeping an eye on what happens in our environment is becoming more important to businesses. However, implementing
The Snooker World Championship
The Snooker World Championship 1 Snooker 台球 The Snooker World Championship 世界台球锦标赛 Snooker aficionados in the UK have descended upon Sheffield, a city in the north of England, for the 2006 Snooker World
Name: 1. Wow! Watch this video to find out what we re going to be learning about in this Project:
Level: Project: Martial Arts Kung Fu Series: Culture Name: Welcome, Warrior! Have you ever watched Kung Fu Panda or Karate Kid? Have you heard of the actor Jackie Chan? This is the Project to learn more
The Boat Race 划船赛. The Oxford and Cambridge Boat Race 牛津剑桥划船赛. Read the text below and do the activity that follows.
The Boat Race 1 The Boat Race 划船赛 The Oxford and Cambridge Boat Race 牛津剑桥划船赛 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : Oxford and Cambridge are the oldest and most famous
人类活动的关系 Landsat MSS/TM/ETM+/OLI / (LUCC) LUCC (LUCC)
土壤 (Soils), 2016, 48(3): 597 605 DOI: 10.13758/j.cnki.tr.2016.03.027 近 38 年来格尔木河中下游绿洲时空演变及其与 1 人类活动的关系 * ( 730070) 1977 1987 1999 2006 2014 5 Landsat MSS/TM/ETM+/OLI 1.. 10 / (LUCC) 38 1977 1987 638.67
BALLGAME: A Corpus for Computational Semantics
BALLGAME: A Corpus for Computational Semantics Ezra Keshet, Terry Szymanski, and Stephen Tyndall University of Michigan E-mail: {ekeshet,tdszyman,styndall}@umich.edu Abstract In this paper, we describe
SYSTEMS AND TOOLS FOR MACHINE TRANSLATION
Universitat Politècnica de València Master en Inteligencia Artificial, Renoconocimiento de Formas e Imagen Digital Curs 2006-2007 SYSTEMS AND TOOLS FOR MACHINE TRANSLATION Francisco Casacuberta fcn@iti.upv.es
A THESIS SUBMITTED TO THE FACULTY OF GRADUATE SCHOOL OF THE UNIVERSITY OF MINNESOTA
Semantic Parsing for Automatic Generation of SQL Queries using Adaptive Boosting A THESIS SUBMITTED TO THE FACULTY OF GRADUATE SCHOOL OF THE UNIVERSITY OF MINNESOTA BY Rajesh Tripurneni IN PARTIAL FULFILLMENT
Knowledge Preparation. Part One 体育英语
Unit 1 Football 体育英语 Part One Knowledge Preparation Football originated from a ball game called cuju in ancient China, and after being spread to Europe by Arabs, it developed into modern football in Britain
Re-evaluating automatic metrics for image captioning
/mertkilickaya_ kilickayamert@gmail.com Re-evaluating automatic metrics for image captioning Mert Kilickaya, Aykut Erdem, Nazli Ikizler-Cinbis, Erkut Erdem Background source target f( = ( The cat sat on
Jet Li 李连杰. China s highest-earning star 中国收入最高的影星. Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 :
Jet Li 李连杰 1 Jet Li 李连杰 China s highest-earning star 中国收入最高的影星 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : Actor Jet Li has hit the headlines this week because he has broken
COMP 406 Lecture 05. Artificial. Fiona Yan Liu Department of Computing The Hong Kong Polytechnic University
COMP 406 Lecture 05 Artificial Intelligence Fiona Yan Liu Department of Computing The Hong Kong Polytechnic University Learning Outcomes of Intelligent Agents Search agents Uninformed search Informed search
Ballroom Dancing 国标舞
Ballroom Dancing 国标舞 1 Ballroom Dancing 国标舞 Celebrity Dance Show Popular Year after Year 名流国标舞表演日趋看好 Read the text below and do the activity that follows. 阅读下面的短文, 然后完成练习 : Ballroom dancing in the UK used
Unit 1. Table Tennis
Unit 1 Table Tennis 体育英语 Part One Knowledge Preparation Table tennis or ping-pong, originated in Britain in 1890s, is an indoor sport in which two or four opponents use a small racket to hit a lightweight
China s Economic Reform and Development: A General Approach. A lecture to students from Flinders Univ., Australia. July 2014
China s Economic Reform and Development: A General Approach A lecture to students from Flinders Univ., Australia July 2014 Jihong Ding School of Economics Nankai University 1 Lecture Description This lecture
THE SCOOP. Happy Year of The Snake!!!
NEWS FROM THE CREWS A MONTHLY B ULLETIN F ROM Holiday Edition, part 2 ENGLISH VERSION 中文版 Tiếng Việt FEBRUARY 2013 Happy Year of The Snake!!! Many thanks to all of our colleagues, clients, friends and
Guiding Case No. 90 (Discussed and Passed by the Adjudication Committee of the Supreme People s Court Released on November 15, 2017)
BEI Huifeng v. The Traffic Police Brigade of the Public Security Bureau of Haining Municipality, A Case of Administrative Penalties of Road Traffic Administration Guiding Case No. 90 (Discussed and Passed
リオ オリンピック参加資格取得 ( ロード男子 ) < 個人ロード > ワールド国別ランキング国別あたり選手数計 1-5 位 5 名 25 名 6-15 位 4 名 40 名
リオ オリンピック参加資格取得 ( ロード男子 ) < 個人ロード > ワールド国別ランキング国別あたり選手数計 1-5 位 5 名 25 名 6-15 位 4 名 40 名 名 計 65 アジア国別ランキング国別あたり選手数計 1 位 3 名 3 名 2-4 位 2 名 6 名 計 9 名 *2015 大陸選手権成績による ( 上記基準以外の国 ) 大陸 順位 国別あたり選手数 計 アフリカ 1-2
Lecture 10: Generation
Lecture 10: Generation Overview of Natural Language Generation An extended example: cricket reports Learning from existing text Overview of Natural Language Generation Generation Generation from what?!
Building an NFL performance metric
Building an NFL performance metric Seonghyun Paik (spaik1@stanford.edu) December 16, 2016 I. Introduction In current pro sports, many statistical methods are applied to evaluate player s performance and
A Correlation Study of Nadal's and Federer's Technical Indicators in Different Tennis Arenas
2018 2nd International Conference on Social Sciences, Arts and Humanities (SSAH 2018) A Correlation Study of Nadal's and Federer's Technical Indicators in Different Tennis Arenas Kun Tian, Meifang Zhou,
International Conference China Language. Culture. Business Antwerp. 07/06/2013
International Conference China Language. Culture. Business Antwerp. 07/06/2013 Cross-cultural management challenges for Chinese companies in Europe Prof. Dr. Haiyan Zhang Antwerp Management School/Artesis
An Efficient Code Compression Technique using Application-Aware Bitmask and Dictionary Selection Methods
An Efficient Code Compression Technique using Application-Aware Bitmask and Selection Methods Seok-Won Seong sseong@cise.ufl.edu Prabhat Mishra prabhat@cise.ufl.edu Department of Computer and Information
成人科 小兒科 足科及社會服務部 Adult Medicine, Pediatrics, Podiatry and Social Services
華人醫務中心 South Cove Community Health Center The Premier Asian Community Health Center of Massachusetts 麻州首屈一指亞裔社區醫療中心 Washington St. Clinic 華盛頓街診所 Boston 885 Washington St. 617482-7555 波 士 頓 South St. Clinic
2017 Guangdong Historical Road Orienteering. Championship 'Surfing IPTV' Cup. & World Ranking Event(Guangzhou, China) 12 17/12/2017
2017 Guangdong Historical Road Orienteering Championship 'Surfing IPTV' Cup & World Ranking Event(Guangzhou, China) 12 17/12/2017 2017 南粤古驿道 天翼高清杯 定向大赛总决赛 ( 广州 黄埔古港站 ) 暨世界定向排位赛 12 17/12/2017 BULLETIN 1
Satoshi Yoshida and Takuya Kida Graduate School of Information Science and Technology, Hokkaido University
Satoshi Yoshida and Takuya Kida Graduate School of Information Science and Technology, Hokkaido University ompressed Pattern Matching ompressed Data Search Directly 0000 000000 Program Searching on ompressed
2018 IFBB-CBBA Elite Pro Championship
IFBB presents: 2018 IFBB-CBBA Elite Pro Championship 2018IFBB-CBBA 精英职业锦标赛 Inspection Report 竞赛规程 Beijing, China 中国, 北京 November 16-19, 2018 2018 年 11 月 16 日 -19 日 Welcome 欢迎辞 Chinese Bodybuilding Association
Phrase-based Image Captioning
Phrase-based Image Captioning Rémi Lebret, Pedro O. Pinheiro, Ronan Collobert Idiap Research Institute / EPFL ICML, 9 July 2015 Image Captioning Objective: Generate descriptive sentences given a sample
A Network-Assisted Approach to Predicting Passing Distributions
A Network-Assisted Approach to Predicting Passing Distributions Angelica Perez Stanford University pereza77@stanford.edu Jade Huang Stanford University jayebird@stanford.edu Abstract We introduce an approach
CMPUT680 - Winter 2001
CMPUT680 - Winter 2001 Topic 6: Register Allocation and Instruction Scheduling José Nelson Amaral http://www.cs.ualberta.ca/~amaral/courses/680 CMPUT 680 - Compiler Design and Optimization 1 Reading List
Subject-Verb Agreement. Week 4, Wed Todd Windisch, Spring 2015
Subject-Verb Agreement Week 4, Wed. 9.14.15 Todd Windisch, Spring 2015 Announcements Computer lab on Wednesday: Building 26B, Room 1555 Today s Agenda Go over quiz / Collect pre-writing Subject-Verb Agreement
Tacoma Chinese Reconciliation Project & Park. Lihuang Wung City of Tacoma December 5, 2018
Tacoma Chinese Reconciliation Project & Park Lihuang Wung City of Tacoma December 5, 2018 1 Redressing the Outrage of the Tacoma Method Chinese Reconciliation Project A community-led process for reconciling
INTRODUCTION TO PATTERN RECOGNITION
INTRODUCTION TO PATTERN RECOGNITION 3 Introduction Our ability to recognize a face, to understand spoken words, to read handwritten characters all these abilities belong to the complex processes of pattern
Implementation of the Convention against Torture and. Other Cruel, Inhuman or Degrading Treatment or. Punishment in China:
Implementation of the Convention against Torture and Other Cruel, Inhuman or Degrading Treatment or Punishment in China: A Parallel Report by Research Center for Human Rights and Humanitarian Law, Peking
Scope asymmetry, QUDs, and exhaustification
Teodora Mihoc @ LingedIn, May 4, 2018 Scope asymmetry, QUDs, and exhaustification 1 Data Two/every-not scope ambiguities (1) Every horse didn t jump over the fence. a. every > not (surface scope) None
GOLOMB Compression Technique For FPGA Configuration
GOLOMB Compression Technique For FPGA Configuration P.Hema Assistant Professor,EEE Jay Shriram Group Of Institutions ABSTRACT Bit stream compression is important in reconfigurable system design since it
CT PET-2018 Part - B Phd COMPUTER APPLICATION Sample Question Paper
CT PET-2018 Part - B Phd COMPUTER APPLICATION Sample Question Paper Note: All Questions are compulsory. Each question carry one mark. 1. Error detection at the data link layer is achieved by? [A] Bit stuffing
Structural Design and Analysis of the New Mobile Refuge Chamber
Key Engineering Materials Online: 2013-09-10 ISSN: 1662-9795, Vol. 584, pp 175-178 doi:10.4028/www.scientific.net/kem.584.175 2014 Trans Tech Publications, Switzerland Structural Design and Analysis of
Rules and Regulations 规则和规例
1. Name of Tournament 球赛名称 第二届吉隆坡篮总 / 天天小童少年杯篮球锦标赛 2. Objectives 宗旨 2.1. To promote the game of basketball and to raise the standard of the game 鼓励观摩球艺, 籍以提高水准 2.2. To foster better relationship between
Text adventure game Text adventure game OK. 2 I designed some English text adventure games. 2 OK. 3 This is the first one.
1 Text adventure game - 01 1 OK 2 I designed some English text adventure games. 2 OK 3 This is the first one. 3 OK 4 I would like to know if there are any wrong sentences or expressions. 4 OK 5 Thank you
ECE 697B (667) Spring 2003
ECE 667 - Synthesis & Verification - Lecture 2 ECE 697 (667) Spring 23 Synthesis and Verification of Digital Systems unctional Decomposition Slides adopted (with permission) from. Mishchenko, 23 Overview
Qualification Criteria and Event Programme 2015 IPC Athletics World Championships v2.0 1
2015 世界選手権 ( ドーハ大会 ) 参加標準記録 JUNE 8,2015 男子 1 100m T11 T11 12.00 12.30 2 100m T12 T12 11.60 11.90 3 100m T13 T13 11.85 12.00 4 100m T33 T33 23.00 26.00 5 100m T34 T34 18.00 20.00 6 100m T35 T35 14.85 15.60
2014 年 12 月大学英语四级考试试卷真题 ( 汇总版 ) 来源 : 文都教育
2014 年 12 月大学英语四级考试试卷真题 ( 汇总版 ) 来源 : 文都教育 Part Ⅱ Listening Comprehension (30 minutes) Section A Directions: In this section, you will hear 8 short conversations and 2 long conversations. At the end of
CEFR A2 STEP TO. Elementary Student Book. Revised & Updated. Offi cial preparation material for Anglia ESOL International Examinations.
CEFR A2 STEP TO Elementary Student Book Revised & Updated Offi cial preparation material for Anglia ESOL International Examinations John Ross Step To Elementary Student Book Developed and Published by:
Seman&c Learning. Hanna Hajishirzi. (Some slides taken from semantic parsing tutorial)
Seman&c Learning Hanna Hajishirzi (Some slides taken from semantic parsing tutorial) Outline Semantics Semantic Parsing Grounded Language Acquisition Seman&c Parsing Texas borders Kansas. next-to(tex,kan)
v.s. (GW) USD ( 07)/Wp 0.6 USD/Wp 1.8 MW
3 2 4 5 v.s. GW 65 55 45 35 25 15 4 3 2 5-5 21 22 23 24 25 26 27 28 29 21 211 212 213 214 215 1 Data from: GWEA, IAEA, Photon, Pla4s, 5 1965 197 1975 198 1985 199 1995 2 25 21 7 5, 45, 4, 35, 3, 25, 2,
PANDA SCHOOL AN EXCITING NEW PLACE TO LEARN THE BEAR NECESSITIES
Pandas YOUR ADOPTION UPDATE PANDA SCHOOL AN EXCITING NEW PLACE TO LEARN THE BEAR NECESSITIES A L S O CLIMATE TAKE ACTION ON CHANGE EYES IN THE FOREST I N S I D E PANDAS YOUR FIELD REPORT GIANT PANDAS ARE
International Journal of Engineering Trends and Technology (IJETT) Volume 18 Number2- Dec 2014
Compression and Decompression of FPGA Bit Stream Using Bitmask Technique K.Khuresh Gouse 1 N.Chitra 2 K.Maheshwari 3 1 PG Student (M.Tech), 2 Associate Professor, 3 Associate Professor, Dept. of ECE, Gates
COMPRESSION OF FPGA BIT STREAMS USING EFFECTIVE RUN LENGTH ENCODING TECHIQUES AND ITS PERFORMANCE ESTIMATION
COMPRESSION OF FPGA BIT STREAMS USING EFFECTIVE RUN LENGTH ENCODING TECHIQUES AND ITS PERFORMANCE ESTIMATION S.Karthick 1, S.Dhivyapriya 2, T.V.P.Sundararajan 3 1 Assistant Professor,Bannari Amman Institute
Commonsense Knowledge Acquisition and Applications
Commonsense Knowledge Acquisition and Applications Towards Commonsense Enriched Machines Niket Tandon Ph.D. Supervisor: Gerhard Weikum Max Planck Institute for Informatics 2 Hard Rock property brown Hand,
A Hybrid Code Compression Technique using Bitmask and Prefix Encoding with Enhanced Dictionary Selection
A Hybrid Code Compression Technique using Bitmask and Prefix Encoding with Enhanced Dictionary Selection Syed Imtiaz Haider and Leyla Nazhandali Virginia Polytechnic Institute and State University 302
Imperfectly Shared Randomness in Communication
Imperfectly Shared Randomness in Communication Madhu Sudan Harvard Joint work with Clément Canonne (Columbia), Venkatesan Guruswami (CMU) and Raghu Meka (UCLA). 11/16/2016 UofT: ISR in Communication 1
REPORT. A comparative study of the mechanical and biomechanical behaviour of natural turf and hybrid turf for the practise of sports
REPORT A comparative study of the mechanical and biomechanical behaviour of natural turf and hybrid turf for the practise of sports Addressed to: PSF - PALAU TURF Date: May 2015 Table of Contents SHEET
你使侨民骄傲! 你达到一个使人难忘的成就, 也给中国多元民族一个美好的期望!
October 2008 Volume 16 Issue 12 President s Message 同心合力建立一个美好的公会, 是需要每位会员的支持, 共同的帮忙及合 Tony Quek 作 个人独立的看法是行不通的 民主通过的决定和有利用之地的意见, 是我们议会成员将以接受讨论 以将会所办的更好, 可让每位会员更加快乐 可以做到这点, 公会才会成功! Mrs. Adeline Chan s
STUDY ON DIVISION OF POOR PROVINCES IN CHINA BASED ON THE METHOD OF QUANTITY-FIG. HU Fang-xiao 1, WANG Yu-bao 2
DOI:10.13959/j.issn.1003-2398.2011.05.011 2011 5 121 :1003-2398(2011)05-0082-06 1 2, (1., 710049;2., 710061) STUDY ON DIVISION OF POOR PROVINCES IN CHINA BASED ON THE METHOD OF QUANTITY-FIG HU Fang-xiao
中国乒乓球协会裁判委员会通讯. A Summary of Law and Regulation Changes since 2011
中国乒乓球协会裁判委员会通讯 2014(2) 2014 年 3 月 10 日 A Summary of Law and Regulation Changes since 2011 2011 年以来规则和规程的主要变化 LAWS 乒乓球比赛规则 2.02.04 The bottom of the net, along its whole length, shall be as close as possible
Basketball field goal percentage prediction model research and application based on BP neural network
ISSN : 0974-7435 Volume 10 Issue 4 BTAIJ, 10(4), 2014 [819-823] Basketball field goal percentage prediction model research and application based on BP neural network Jijun Guo Department of Physical Education,
Confidence Interval Notes Calculating Confidence Intervals
Confidence Interval Notes Calculating Confidence Intervals Calculating One-Population Mean Confidence Intervals for Quantitative Data It is always best to use a computer program to make these calculations,
Technology Corner Dating of Electronic Hardware for Prior Art Investigations
Technology Corner Dating of Electronic Hardware for Prior Art Investigations Sellam Ismail VintageTech sellam@vintagetech.com http://vintagetech.com INTRODUCTION AND BACKGROUND In many legal matters, specifically
Study on the calculation method for hydrodynamic pressure of bridge piers in deep water under earthquakes
Study on the calculation method for hydrodynamic pressure of bridge piers in deep water under earthquakes Prof. Bo Song University of Science and Technology Beijing main contents 1 The Background of Research
Cuneiform. A Functional Workflow Language Implementation in Erlang. Jörgen Brandt Humboldt-Universität zu Berlin
Cuneiform A Functional Workflow Language Implementation in Erlang Jörgen Brandt Humboldt-Universität zu Berlin 2015-12-01 Jörgen Brandt (HU Berlin) Cuneiform 2015-12-01 1 / 27 Cuneiform Cuneiform A Functional
Rules and Regulations 规则和规例
1. Name of Tournament 球赛名称 2. Objectives 宗旨 2.1. To promote the game of basketball and to raise the standard of the game 鼓励观摩球艺, 籍以提高篮球水准 2.2. To foster better relationship between players, coaches and
锦维商务第 44 期月度电子双语简报 7 月 15 日起由锦维商务发布敬请特别注意上面部分是英文版本中文版本在本英文版本下面请注意阅读预告第 45 期简报将于 2003 年 8 月 15 日起发到您信箱到时请注意查收
锦维商务第 44 期月度电子双语简报 7 月 15 日起由锦维商务发布敬请特别注意上面部分是英文版本中文版本在本英文版本下面请注意阅读预告第 45 期简报将于 2003 年 8 月 15 日起发到您信箱到时请注意查收 JWC Bilingual Monthly E-Newsletter No.44 From July 15, 2003 By Jin Wei Consulting Service Ltd.
Reading. 1 Look at the text. Then underline the correct words to complete the sentences about it.
Reading 1 Look at the text. Then underline the correct words to complete the sentences about it. a. The text presents instructions / the history of a game. b. Players need balls / racquets to play this
Olympic Preparation Work of Beijing Capital International Airport. April, 2008
Olympic Preparation Work of Beijing Capital International Airport April, 2008 1 Preface As the main airport for Olympic charter flights and scheduled flights, BCIA is the first place to welcome passengers
LANGUAGE ARTS STATE GOAL FOR LEARNING ONE
LANGUAGE ARTS STATE GOAL FOR LEARNING ONE District Objectives (STANDARD/HONORS NINTH GRADE) 1C.901 Compare and contrast two passages or characters from different sources at grade appropriate / 1A.105 Demonstrate
Journal of Chemical and Pharmaceutical Research, 2014, 6(3): Research Article
Available online www.jocpr.com Journal of Chemical and Pharmaceutical Research 2014 6(3):304-309 Research Article ISSN : 0975-7384 CODEN(USA) : JCPRC5 World men sprint event development status research
u = Open Access Reliability Analysis and Optimization of the Ship Ballast Water System Tang Ming 1, Zhu Fa-xin 2,* and Li Yu-le 2 " ) x # m," > 0
Send Orders for Reprints to reprints@benthamscience.ae 100 The Open Automation and Control Systems Journal, 015, 7, 100-105 Open Access Reliability Analysis and Optimization of the Ship Ballast Water System
Future Progressive Story 2 (Future Continuous)
Future Progressive Story 2, Page 1 Future Progressive Story 2 (Future Continuous) By Really Learn English Visit the Future Progressive (Continuous) Section for More Resources Who are they? What are they
Class VII EXAM TYPE & SUBJECT. English PERIODIC TEST 1 ( ) Bengali PERIODIC TEST 1
Class VII SUBJECT English PERIODIC TEST 1 (18.06.18 25.06.18) (03.09.18 10.09.18) (23.11.18 06.12.18) ORC : My Big Brother, Leisure RAPID READER : Chapter 1, 2, 3 GRAMMAR : Tenses, Preposition WRITING
2010 International Conference on Natural Language Processing and Knowledge Engineering
2010 International Conference on Natural Language Processing and Knowledge Engineering (NLP-KE 2010) Beijing, China 21-23 August 2010 IEEE Catalog Number: ISBN: CFP10811-PRT 978-1-4244-6896-6 TABLE OF
A Brief History of the Development of Artificial Neural Networks
A Brief History of the Development of Artificial Neural Networks Prof. Bernard Widrow Department of Electrical Engineering Stanford University Baidu July 18, 2018 Prof. Widrow @ Berkeley A Brief History
The Orienteering Problem
The Orienteering Problem Bruce L. Golden, Larry Levy, and Rakesh Vohra* College of Business and Management, University of Maryland, College Park, Maryland 20742 Onenteenng is a sport in which start and
Make the most of Your FIELD TRIP. Tuesday, February 12:05p.m. Lesson plans
Make the most of Your FIELD TRIP VICTORIA MOOSE JAW Tuesday, February 17th @ 12:05p.m. Lesson plans Royals ROSTER Roster Review! A roster in sports is a list of members of a team or organization available
NEWSLETTER No th Mar Dates to Remember
NEWSLETTER No 26 29 th Mar 2018 Dates to Remember 29 th March Primary Science Fair 30 th March Secondary Sports Day 31 st March - 8 th April QingMing Holiday 9 th April PTA Meeting 13 th April Primary
A Comparative Study on Urban Transport system and Related Environmental Impact in Asian Mega-cities: Beijing, Shanghai and Tokyo
A Comparative Study on Urban Transport system and Related Environmental Impact in Asian Mega-cities: Beijing, Shanghai and Tokyo Prof. Kebin He Tsinghua University Workshop of IGES/APN Mega-city Project
Sam: I joined a basketball camp and learned some useful skills.
1 (On the street) Carl: Hey, Sam. How was your summer? 夏天過得怎麼樣啊? Sam: It was great. 很好 Carl: What did you do? 你 ( 夏天 ) 做什麼? Sam: I joined a basketball camp and learned some useful skills. 我參加籃球營, 學了一些有用的技巧
Regulations for the 2016 Wuzhong (Suzhou) Around Taihu International Race Walking and Walking Multi-Day Competition
2016 年苏州吴中 环太湖 国际竞走与行走多日赛竞赛规程 Regulations for the 2016 Wuzhong (Suzhou) Around Taihu International Race Walking and Walking Multi-Day Competition I. Organizer: Chinese Athletic Association, Sports Bureau
Classroom Calendar. Copyrights Reserved 2013 Veezian Pte. Ltd. (MummysHomeschool.com)
Classroom Calendar IMPORTANT NOTICE Hi! Thank you for visiting MummysHomeschool.com and finding a resource you'd like to use. The copyright to this file is the intellectual property of Veezian Pte. Ltd.
Projecting Three-Point Percentages for the NBA Draft
Projecting Three-Point Percentages for the NBA Draft Hilary Sun hsun3@stanford.edu Jerold Yu jeroldyu@stanford.edu December 16, 2017 Roland Centeno rcenteno@stanford.edu 1 Introduction As NBA teams have
DISPLAYING CHINESE FOLKLORE TO THE WORLD: THE 2008 OLYMPIC GAMES AND INTERNATIONAL FOLKLORIC TOURISM IN GAOBEIDIAN VILLAGE
2010 HARVARD-YENCHING INSTITUTE WORKING PAPER SERIES DISPLAYING CHINESE FOLKLORE TO THE WORLD: THE 2008 OLYMPIC GAMES AND INTERNATIONAL FOLKLORIC TOURISM IN GAOBEIDIAN VILLAGE Yang Lihui Beijing Normal