For the past forty years, linguistics has been dominated by the idea that language is categorical and linguistic competence discrete. It has become increasingly clear, however, that many levels of representation, from phonemes to sentence structure, show probabilistic properties, as does the language faculty. Probabilistic linguistics conceptualizes categories as distributions and views knowledge of language not as a minimal set of categorical constraints but as a set of gradient rules that may be characterized by a statistical distribution. Whereas categorical approaches focus on the endpoints of distributions of linguistic phenomena, probabilistic approaches focus on the gradient middle ground. Probabilistic linguistics integrates all the progress made by linguistics thus far with a probabilistic perspective.This book presents a comprehensive introduction to probabilistic approaches to linguistic inquiry. It covers the application of probabilistic techniques to phonology, morphology, semantics, syntax, language acquisition, psycholinguistics, historical linguistics, and sociolinguistics. It also includes a tutorial on elementary probability theory and probabilistic grammars.
發表於2024-11-08
Probabilistic Linguistics 2024 pdf epub mobi 電子書 下載
圖書標籤: 語言學 計量語言學 linguistics 統計與概率 數據處理 建模 語言學 2018
對於數學和統計苦手的我而言,至多也就是看個熱鬧。給描述多種因素共同影響下語言現象提供瞭蠻好的思路和算法。當然,對 NLP 還是有疑慮的,其主要就是 NLP 已然不再是描述現象的科學,它更像是演算現象的工具。本質上還是一種降格,但誰讓人傢仗著計算機算得快所以就吃得開呢……
評分對於數學和統計苦手的我而言,至多也就是看個熱鬧。給描述多種因素共同影響下語言現象提供瞭蠻好的思路和算法。當然,對 NLP 還是有疑慮的,其主要就是 NLP 已然不再是描述現象的科學,它更像是演算現象的工具。本質上還是一種降格,但誰讓人傢仗著計算機算得快所以就吃得開呢……
評分對於數學和統計苦手的我而言,至多也就是看個熱鬧。給描述多種因素共同影響下語言現象提供瞭蠻好的思路和算法。當然,對 NLP 還是有疑慮的,其主要就是 NLP 已然不再是描述現象的科學,它更像是演算現象的工具。本質上還是一種降格,但誰讓人傢仗著計算機算得快所以就吃得開呢……
評分對於數學和統計苦手的我而言,至多也就是看個熱鬧。給描述多種因素共同影響下語言現象提供瞭蠻好的思路和算法。當然,對 NLP 還是有疑慮的,其主要就是 NLP 已然不再是描述現象的科學,它更像是演算現象的工具。本質上還是一種降格,但誰讓人傢仗著計算機算得快所以就吃得開呢……
評分對於數學和統計苦手的我而言,至多也就是看個熱鬧。給描述多種因素共同影響下語言現象提供瞭蠻好的思路和算法。當然,對 NLP 還是有疑慮的,其主要就是 NLP 已然不再是描述現象的科學,它更像是演算現象的工具。本質上還是一種降格,但誰讓人傢仗著計算機算得快所以就吃得開呢……
Probabilistic Linguistics 2024 pdf epub mobi 電子書 下載