 |
 |
InfoSys 2026 Congress March 08, 2026 to March 12, 2026 - Valencia, Spain
- ICNS 2026, The Twenty-Second International Conference on Networking and Services
- ICAS 2026, The Twenty-Second International Conference on Autonomic and Autonomous Systems
- ENERGY 2026, The Sixteenth International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies
- WEB 2026, The Fourteenth International Conference on Building and Exploring Web Based Environments
- DBKDA 2026, The Eighteenth International Conference on Advances in Databases, Knowledge, and Data Applications
- SIGNAL 2026, The Eleventh International Conference on Advances in Signal, Image and Video Processing
- BIOTECHNO 2026, The Eighteenth International Conference on Bioinformatics, Biocomputational Systems and Biotechnologies
- AIHealth 2026, The Third International Conference on AI-Health
InfoWare 2026 Congress March 08, 2026 to March 12, 2026 - Valencia, Spain
- ICCGI 2026, The Twenty-First International Multi-Conference on Computing in the Global Information Technology
- ICWMC 2026, The Twenty-Second International Conference on Wireless and Mobile Communications
- VEHICULAR 2026, The Fifteenth International Conference on Advances in Vehicular Systems, Technologies and Applications
- INTERNET 2026, The Eighteenth International Conference on Evolving Internet
- COLLA 2026, The Sixteenth International Conference on Advanced Collaborative Networks, Systems and Applications
- INTELLI 2026, The Fifteenth International Conference on Intelligent Systems and Applications
- VISUAL 2026, The Eleventh International Conference on Applications and Systems of Visual Paradigms
- HUSO 2026, The Twelfth International Conference on Human and Social Analytics
- BRAININFO 2026, The Eleventh International Conference on Neuroscience and Cognitive Brain Information
DataSys 2026 Congress April 19, 2026 to April 23, 2026 - Lisbon, Portugal
- AICT 2026, The Twenty-Second Advanced International Conference on Telecommunications
- ICIW 2026, The Twenty-First International Conference on Internet and Web Applications and Services
- ICIMP 2026, The Twenty-First International Conference on Internet Monitoring and Protection
- SMART 2026, The Fifteenth International Conference on Smart Cities, Systems, Devices and Technologies
- IMMM 2026, The Sixteenth International Conference on Advances in Information Mining and Management
- INFOCOMP 2026, The Sixteenth International Conference on Advanced Communications and Computation
- MOBILITY 2026, The Sixteenth International Conference on Mobile Services, Resources, and Users
- SPWID 2026, The Twelfth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
- ACCSE 2026, The Eleventh International Conference on Advances in Computation, Communications and Services
ComputationWorld 2026 Congress April 19, 2026 to April 23, 2026 - Lisbon, Portugal
- SERVICE COMPUTATION 2026, The Eighteenth International Conference on Advanced Service Computing
- CLOUD COMPUTING 2026, The Seventeenth International Conference on Cloud Computing, GRIDs, and Virtualization
- FUTURE COMPUTING 2026, The Eighteenth International Conference on Future Computational Technologies and Applications
- COGNITIVE 2026, The Eighteenth International Conference on Advanced Cognitive Technologies and Applications
- ADAPTIVE 2026, The Eighteenth International Conference on Adaptive and Self-Adaptive Systems and Applications
- CONTENT 2026, The Eighteenth International Conference on Creative Content Technologies
- PATTERNS 2026, The Eighteenth International Conference on Pervasive Patterns and Applications
- COMPUTATION TOOLS 2026, The Seventeenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
- BUSTECH 2026, The Sixteenth International Conference on Business Intelligence and Technology
- AIVR 2026, The Third International Conference on Artificial Intelligence and Immersive Virtual Reality
- CROSS-SEC 2026, The First International Conference on Cross-Domain Security in Distributed, Intelligent and Critical Systems
NexComm 2026 Congress May 24, 2026 to May 28, 2026 - Venice, Italy
- ICDT 2026, The Twenty-First International Conference on Digital Telecommunications
- SPACOMM 2026, The Eighteenth International Conference on Advances in Satellite and Space Communications
- ICN 2026, The Twenty-Fifth International Conference on Networks
- ICONS 2026, The Twenty-First International Conference on Systems
- MMEDIA 2026, The Eighteenth International Conference on Advances in Multimedia
- PESARO 2026, The Sixteenth International Conference on Performance, Safety and Robustness in Complex Systems and Applications
- CTRQ 2026, The Nineteenth International Conference on Communication Theory, Reliability, and Quality of Service
- ALLDATA 2026, The Twelfth International Conference on Big Data, Small Data, Linked Data and Open Data
- SOFTENG 2026, The Twelfth International Conference on Advances and Trends in Software Engineering
DigitalWorld 2026 Congress May 24, 2026 to May 28, 2026 - Venice, Italy
- ICDS 2026, The Twentieth International Conference on Digital Society
- ACHI 2026, The Nineteenth International Conference on Advances in Computer-Human Interactions
- GEOProcessing 2026, The Eighteenth International Conference on Advanced Geographic Information Systems, Applications, and Services
- eTELEMED 2026, The Eighteenth International Conference on eHealth, Telemedicine, and Social Medicine
- eLmL 2026, The Eighteenth International Conference on Mobile, Hybrid, and On-line Learning
- eKNOW 2026, The Eighteenth International Conference on Information, Process, and Knowledge Management
- ALLSENSORS 2026, The Eleventh International Conference on Advances in Sensors, Actuators, Metering and Sensing
- SMART ACCESSIBILITY 2026, The Eleventh International Conference on Universal Accessibility in the Internet of Things and Smart Environments
IARIA Congress 2026, The 2026 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications July 05, 2026 to July 09, 2026 - Nice, France DigiTech 2026 Congress July 05, 2026 to July 09, 2026 - Nice, France
- DIGITAL 2026, Advances on Societal Digital Transformation
- IoTAI 2026, The Third International Conference on IoT-AI
- GPTMB 2026, The Third International Conference on Generative Pre-trained Transformer Models and Beyond
- AIMEDIA 2026, The Second International Conference on AI-based Media Innovation
NexTech 2026 Congress September 27, 2026 to October 01, 2026 - Barcelona, Spain
- UBICOMM 2026, The Twentieth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
- ADVCOMP 2026, The Twentieth International Conference on Advanced Engineering Computing and Applications in Sciences
- SEMAPRO 2026, The Twentieth International Conference on Advances in Semantic Processing
- AMBIENT 2026, The Sixteenth International Conference on Ambient Computing, Applications, Services and Technologies
- EMERGING 2026, The Eighteenth International Conference on Emerging Networks and Systems Intelligence
- DATA ANALYTICS 2026, The Fifteenth International Conference on Data Analytics
- GLOBAL HEALTH 2026, The Fifteenth International Conference on Global Health Challenges
- CYBER 2026, The Eleventh International Conference on Cyber-Technologies and Cyber-Systems
SoftNet 2026 Congress September 27, 2026 to October 01, 2026 - Barcelona, Spain
- ICSEA 2026, The Twenty-First International Conference on Software Engineering Advances
- ICSNC 2026, The Twenty-First International Conference on Systems and Networks Communications
- CENTRIC 2026, The Nineteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
- VALID 2026, The Eighteenth International Conference on Advances in System Testing and Validation Lifecycle
- SIMUL 2026, The Eighteenth International Conference on Advances in System Modeling and Simulation
- SOTICS 2026, The Sixteenth International Conference on Social Media Technologies, Communication, and Informatics
- INNOV 2026, The Fifteenth International Conference on Communications, Computation, Networks and Technologies
- AISyS 2026, The Third International Conference on AI-based Systems and Services
TechWorld 2026 Congress September 27, 2026 to October 01, 2026 - Barcelona, Spain
SocSys 2026 Congress October 25, 2026 to October 29, 2026 - Lisbon, Portugal
- PANDEMICS ANALYTICS 2026, International Conference on Pandemics Analytics
- PREDICTION SOLUTIONS 2026, International Conference on Prediction Solutions for Technical and Societal Systems
- SOCIETY TRENDS 2026, International Conference on Technical Advances and Human Consequences
- MODERN SYSTEMS 2026, International Conference of Modern Systems Engineering Solutions
- AIVTS 2026, The Second International Conference on AI-enabled Unmanned Autonomous Vehicles and Internet of Things for Critical Services
NetWare 2026 Congress October 25, 2026 to October 29, 2026 - Lisbon, Portugal
- SENSORCOMM 2026, The Twentieth International Conference on Sensor Technologies and Applications
- SENSORDEVICES 2026, The Seventeenth International Conference on Sensor Device Technologies and Applications
- SECURWARE 2026, The Twentieth International Conference on Emerging Security Information, Systems and Technologies
- AFIN 2026, The Eighteenth International Conference on Advances in Future Internet
- CENICS 2026, The Nineteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
- ICQNM 2026, The Twentieth International Conference on Quantum, Nano/Bio, and Micro Technologies
- FASSI 2026, The Twelfth International Conference on Fundamentals and Advances in Software Systems Integration
- GREEN 2026, The Eleventh International Conference on Green Communications, Computing and Technologies
- HEALTHINFO 2026, The Eleventh International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
SustainableDigitalization 2026 Congress October 25, 2026 to October 29, 2026 - Lisbon, Portugal
- COCE 2026, The Third International Conference on Technologies for Marine and Coastal Ecosystems
- CSRF 2026, The Third International Conference on Sustainable and Regenerative Farming
- CADAT 2026, The Third International Conference on Accessible Digital Agriculture Technologies
- CEEE 2026, The Second International Conference on Global Environment Ecosystem Equilibrium
|
|
|
|
|
ThinkMind // International Journal On Advances in Life Sciences, volume 4, numbers 3 and 4, 2012 // View article lifsci_v4_n34_2012_7
A Comparison of Automated Keyphrase Extraction Techniques and of Automatic Evaluation vs. Human Evaluation
 Authors: Richard Hussey Shirley Williams Richard Mitchell Ian Field Keywords: Automated Keyphrase Extraction; C-Value; Comparisons; Document Classification; Human Evaluation; Inverse Document Frequency; NC-Value; Reuters News Corpus; Synonyms; Term Frequency Abstract: Keyphrases are added to documents to help identify the areas of interest they contain. However, in a significant proportion of papers author selected keyphrases are not appropriate for the document they accompany: for instance, they can be classificatory rather than explanatory, or they are not updated when the focus of the paper changes. As such, automated methods for improving the use of keyphrases are needed, and various methods have been published. However, each method was evaluated using a different corpus, typically one relevant to the field of study of the method’s authors. This not only makes it difficult to incorporate the useful elements of algorithms in future work, but also makes comparing the results of each method inefficient and ineffective. This paper describes the work undertaken to compare five methods across a common baseline of corpora. The methods chosen were Term Frequency, Inverse Document Frequency, the C-Value, the NC-Value, and a Synonym based approach. These methods were analysed to evaluate performance and quality of results, and to provide a future benchmark. It is shown that Term Frequency and Inverse Document Frequency were the best algorithms, with the Synonym approach following them. Following these findings, a study was undertaken into the value of using human evaluators to judge the outputs. The Synonym method was compared to the original author keyphrases of the Reuters’ News Corpus. The findings show that authors of Reuters’ news articles provide good keyphrases but that more often than not they do not provide any keyphrases. Pages: 136 to 153 Copyright: Copyright (c) to authors, 2012. Used with permission. Publication date: December 31, 2012 Published in: journal ISSN: 1942-2660
|
|
SERVICES CONTACT
2010 - 2022 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy. |
|
|
 |