Recommendation of Keywords using Swarm Intelligence Techniques

被引:0
|
作者
Sheeba, J., I [1 ]
Devaneyan, S. Pradeep [2 ]
机构
[1] Pondicherry Engn Coll, Dept CSE, Pondicherry 605014, India
[2] Christ Coll Engn & Technol, Sch Mech & Bldg Sci, Pondicherry 605010, India
关键词
Keyword Extraction; Conversations transcripts; Stochastic Diffusion Search; Swarm Intelligence; Firefly; Text mining; EXTRACTION;
D O I
10.1145/2980258.2980286
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Text mining has developed and emerged as an essential tool for revealing the hidden value in the data. Text mining is an emerging technique for companies around the world and suitable for large enduring analyses and discrete investigations. Since there is a need to track disrupting technologies, explore internal knowledge bases or review enormous data sets. Most of the information produced due to conversation transcripts is an unstructured format. These data have ambiguity, redundancy, duplications, typological errors and many more. The processing and analysis of these unstructured data are difficult task. But, there are several techniques in text mining are available to extract keywords from these unstructured conversation transcripts. Keyword Extraction is the process of examining the most significant word in the context which helps to take decisions in a much faster manner. The main objective of the proposed work is extracting the keywords from meeting transcripts by using the Swarm Intelligence (SI) techniques. Here Stochastic Diffusion Search (SDS) algorithm is used for keyword extraction and Firefly algorithm used for clustering. These techniques will be implemented for an extensive range of optimization problems and produced better results when compared with existing technique.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Eigen Vector Method with Swarm and Non Swarm Intelligence Techniques for Epileptic Seizure Classification
    Prabhakar, Sunil Kumar
    Rajaguru, Harikumar
    Lee, Seong-Whan
    2020 8TH INTERNATIONAL WINTER CONFERENCE ON BRAIN-COMPUTER INTERFACE (BCI), 2020, : 8 - 13
  • [32] APPLICATION OF DEVELOPING CLOTHING RECOMMENDATION SYSTEM WITH ARTIFICIAL INTELLIGENCE TECHNIQUES
    Özbek, Ahmet
    Altuntaş, Volkan
    Erdoğan, Naile
    Tekstil ve Muhendis, 2024, 31 (136): : 241 - 252
  • [33] Swarm decomposition: A novel signal analysis using swarm intelligence
    Apostolidis, Georgios K.
    Hadjileontiadis, Leontios J.
    SIGNAL PROCESSING, 2017, 132 : 40 - 50
  • [34] Control of an active magnetic bearing system using swarm intelligence-based optimization techniques
    Gupta, Suraj
    Debnath, Sukanta
    Biswas, Pabitra Kumar
    ELECTRICAL ENGINEERING, 2023, 105 (02) : 935 - 952
  • [35] Throughput Optimization in Multi-user Cognitive Radio Network using Swarm Intelligence Techniques
    Gogoi, Ashim Jyoti
    Laskar, Naushad Manzoor
    Singh, Ch Lison
    Baishnab, Krishna Lal
    Guha, Koushik
    JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2018, 34 (04) : 885 - 902
  • [36] Collective robotic search using hybrid techniques: Fuzzy logic and swarm intelligence inspired by nature
    Venayagamoorthy, Ganesh K.
    Grant, Lisa L.
    Doctor, Sheetal
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2009, 22 (03) : 431 - 441
  • [37] Control of an active magnetic bearing system using swarm intelligence-based optimization techniques
    Suraj Gupta
    Sukanta Debnath
    Pabitra Kumar Biswas
    Electrical Engineering, 2023, 105 : 935 - 952
  • [38] Diagnosis of cardiac arrhythmia using swarm-intelligence based metaheuristic techniques: A comparative analysis
    Sharma S.
    Singh G.
    Sharma, Samriti (Smritigndu@gmail.com), 1600, European Alliance for Innovation (06): : 1 - 11
  • [39] Peer recommendation by using pattern mining to generate candidate keywords in attributed graphs
    Shristi Raj
    Prashant Sharma
    Chintoo Kumar
    C Ravindranath Chowdary
    Sādhanā, 48
  • [40] Peer recommendation by using pattern mining to generate candidate keywords in attributed graphs
    Raj, Shristi
    Sharma, Prashant
    Kumar, Chintoo
    Chowdary, C. Ravindranath
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2023, 48 (02):