A New Evolutionary Parsing Algorithm for LTAG

被引:0
|
作者
Menon, Vijay Krishna [1 ]
Soman, K. P. [2 ]
机构
[1] Ctr Computat Engn & Networking CEN, Amrita Sch Engn, Coimbatore, Tamil Nadu, India
[2] Amrita Univ, Amrita Vishwa Vidyapeetham, Coimbatore, Tamil Nadu, India
来源
PROGRESS IN INTELLIGENT COMPUTING TECHNIQUES: THEORY, PRACTICE, AND APPLICATIONS, VOL 1 | 2018年 / 518卷
关键词
Tree adjoining grammar; Evolutionary parsing; Genetic algorithm; Genetic operators; NLP; Syntax analysis; Derivation; Parse tree; Lexicalisation; Crossover; Mutation;
D O I
10.1007/978-981-10-3373-5_45
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Tree adjoining grammars (TAGs) are mildly context-sensitive psycholinguistic formalisms that are hard to parse. All standard TAG parsers have a worst-case complexity of O(n(6)), despite being one of the most linguistically relevant grammars. For comprehensive syntax analysis, especially of ambiguous natural language constructs, most TAG parsers will have to run exhaustively, bringing them close to worst-case runtimes, in order to derive all possible parse trees. In this paper, we present a new and intuitive genetic algorithm, a few fitness functions and an implementation strategy for lexicalised-TAG parsing, so that we might get multiple ambiguous derivations efficiently.
引用
收藏
页码:451 / 461
页数:11
相关论文
共 50 条
  • [1] LTAG-spinal and the Treebank: A new resource for incremental, dependency and semantic parsing
    Shen L.
    Champollion L.
    Joshi A.K.
    Language Resources and Evaluation, 2008, 42 (1) : 1 - 19
  • [2] D-LTAG System: Discourse Parsing with a Lexicalized Tree-Adjoining Grammar
    Katherine Forbes
    Eleni Miltsakaki
    Rashmi Prasad
    Anoop Sarkar
    Aravind Joshi
    Bonnie Webber
    Journal of Logic, Language and Information, 2003, 12 (3) : 261 - 279
  • [3] A New Evolutionary Algorithm for Synchronization
    Kowalski, Jakub
    Roman, Adam
    APPLICATIONS OF EVOLUTIONARY COMPUTATION, EVOAPPLICATIONS 2017, PT I, 2017, 10199 : 620 - 635
  • [4] A Genetic Algorithm for Evolutionary Voting System
    Jun, Wu
    Dan, Xie
    Zhen, Zhao
    2006 IEEE INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-4, 2006, : 1601 - 1604
  • [5] A New Approach to Evolutionary Based Algorithm "Bisected Algorithm"
    Shamsollah, Ghanbari
    Maryam, Khosrokhani
    PROCEEDINGS OF THE 12TH WSEAS INTERNATIONAL CONFERENCE ON COMPUTERS , PTS 1-3: NEW ASPECTS OF COMPUTERS, 2008, : 163 - +
  • [6] EvoArch: An evolutionary algorithm for architectural layout design
    Wong, Samuel S. Y.
    Chan, Keith C. C.
    COMPUTER-AIDED DESIGN, 2009, 41 (09) : 649 - 667
  • [7] Learning Matrices of Evolutionary Operators in Genetic Algorithm
    Hao, Guo-Sheng
    Chen, Chang-Shuai
    Ling, Ping
    Zhang, Zhao-Jun
    Zou, De-Xuan
    Huang, Yong-Qing
    2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 2394 - 2399
  • [8] A new evolutionary algorithm: Learner performance based behavior algorithm
    Rahman, Chnoor M.
    Rashid, Tarik A.
    EGYPTIAN INFORMATICS JOURNAL, 2021, 22 (02) : 213 - 223
  • [9] An Evolutionary Genetic Algorithm for Optimization of Distributed Database Queries
    Sevinc, Ender
    Cosar, Ahmet
    2009 24TH INTERNATIONAL SYMPOSIUM ON COMPUTER AND INFORMATION SCIENCES, 2009, : 147 - 152
  • [10] An evolutionary membrane algorithm for global numerical optimization problems
    Han, Min
    Liu, Chuang
    Xing, Jun
    INFORMATION SCIENCES, 2014, 276 : 219 - 241