Foundations of Statistical Natural Language Processing

《Foundations of Statistical Natural Language Processing》由会员上传分享，免费在线阅读，更多相关内容在学术论文-天天文库。

1、ContentsListofTables---------------------------------------------------------------------------------xvListofFigures--------------------------------------------------------------------------------xxiTableofNotations------------------------------------------------------------

2、-----------------xxvPreface--------------------------------------------------------------------------------------xxixRoadMap------------------------------------------------------------------------------------xxxvPartIPreliminaries---------------------------------------------

3、---------------------------11Introduction-----------------------------------------------------------------------------31.1Prologue:RationalistandEmpiricistApproaches--------------------------------------------41.2ScientificContent---------------------------------------------

4、------------------------71.2.1Questionsthatlinguisticsshouldanswer---------------------------------------------81.2.2Non-categoricalphenomenainlanguage---------------------------------------------111.2.3Languageandcognitionasprobabilisticphenomena----------------------------

5、-------151.3TheAmbiguityofLanguage:WhyNLPisDifficult-----------------------------------------171.4DirtyHands-------------------------------------------------------------------------191.4.1Lexicalresources---------------------------------------------------------------191.4.2W

6、ordcounts-------------------------------------------------------------------201.4.3Zipf’slaws--------------------------------------------------------------------231.4.4Collocations-------------------------------------------------------------------291.4.5Concordances---------

7、---------------------------------------------------------311.5FurtherReading----------------------------------------------------------------------341.6Exercises---------------------------------------------------------------------------352MathematicalFoundations--------------

8、---------------------------------------------------392.1ElementaryProbabili