Intelligent information processing : IFIP 17th World Computer Congress - TC12 stream on intelligent information processing, August 25-30, 2002, Montréal, Québec, Canada
Bibliographic record
Abstract
Foreword. Conference and Program Committees. Invited Presentations: Being Smart In Information Processing H. Akkermans. Multimodal Representations as Basis for Cognitive Architecture B. Chandrasekaran. Agent-Based Computing N.R. Jennings. Architectures and Solutions for the Knowledge We E. Motta. Semantic Web and Peer-to-Peer Technologies for Distributed Learning Repositories W. Nejdl. Paper Sessions: Ontology Management. Managing Multiple Ontologies and Ontology Evolution in Ontologging A. Maedche, B. Motik, L. Stojanovic, R. Studer, R. Volz. IKAT: A Tool for Incremental Development of Ontologies through Version M. Larranaga, J.A. Elorriaga. A Template-Based Approach Toward Acquisition of Logical Sentences C.J. Hou, N.F. Noy, M.A. Musen. Semantic Web Architecture. Configuring Online Problem-Solving Resources with the Internet Reasoning Service M. Crubezy, W. Lu, E. Motta, M.A. Musen. Semantic Web and Multi-Agents Approach to Corporate Memory Management F. Gandon, R. Dieng-Kuntz, O. Corby, A. Giboin. Mobile Constraints for Semantic Web Applications P. Gray, K. Hui, A. Preece. Knowledge-engineering Frameworks. A Knowledge Based Framework for The Design of Soft-Computing Systems S. Ramachandran, M. Erraguntla, P. Benjamin. A Reverse Engineering Approach for Migrating Data-intensive Web Sites to the Semantic Web N. Stojanovic, L. Stojanovic, R. Volz. Systematic Generation of Bayesian Networks from Systems Specifications M. Borth, H. von Hasseln. Knowledge-system Structure. Dynamic Choice of Agent Interaction Protocols J.-L. Koning. An Algebraic Characterization of Equivalent Bayesian Networks S.K.M. Wong, D.Wu. Estimating Knowledge Decay J. Debenham. DataMining. An Information-Theoretic Approach to the Pre-pruning of Classification Rules M. Bramer. A User-Centered Visual Approach to Data Mining: The System D2MS T.B. Ho, T.D. Nguyen, D.D. Nguyen. ONTOCOPI: Methods and Tools for Identifying Communities of Practice H. Alani, K. O'Hara, N. Shadbolt. Implementing Problem Solvers. The JESSTAB Approach to Protege and JESS Integration H. Eriksson. Implementing Constraint Solvers in B-Prolog N. Zhou. Poster Session: Application of Uncertain Variables to Decision Making in a Class of Distributed Computer Systems Z. Bubnicki. Learning Fuzzy Decision Trees from Sequential and Incomplete Data G. Chen, R. Lu, Z. Jin. Harnessing the Internet into a Knowledge Framework R. Longworth. Analogy Supports for Software Reuse and Knowledge Management C.-H. Lung, G.T. Mackulak, J.E. Urban. Knowledge Management Support for Cooperative Research J. Ma, M. Hemmje. An Extended Possibility-Based Fuzzy Nested Relational Database Model and Algebra Z.M. Ma, F. Mili. Real-Time Meeting Scheduling Model by Computer Supported Cooperative Work G. Martinovic, L. Budin. The NED IIS Project - Forest Ecosystem Management W. Potter, D. Nute, J. Wang, F. Maier, M. Twery, M. Rauscher, P. Knopp, S. Thomasma, M. Dass, H. Uchiyama. Elaboration and Exploitation of Lessons Learned H. Rakoto, P. Clermont, L. Geneste. A Hybrid Expert System Supporting Diagnosis of Heart Diseases A.-B.M. Salem, R.A. HodHod. IDSIS: Intelligent Document Semantic Indexing System Z. Shi, B. Wu, Q. He, X. Gong, S. Liu, Y. Zheng. An Application of Assembly Structure in Welding Estimate of Welding Object in Manufacturing Design Z. Zhang, I. Nagasawa, M. Mochizuki, H. Yamaguchi, M. Umeda. Author Index.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.115 | 0.061 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".