{"doi":"10.1145/3520304.3529056","title":"A comparative study of GP-based and state-of-the-art classifiers on a synthetic machine learning benchmark","abstract":"In this paper we compare performance of genetic programming-based symbolic classifiers on a novel synthetic machine learning benchmark called DIGEN. This framework and collection of 40 different classification problems was designed specifically to differentiate performance of leading machine learning methods.","journal":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","year":2022,"id":300282,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":3,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.8637,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2022-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":828377,"name":"Paweł Renc","orcid":"0000-0002-0487-7454","position":1,"is_corresponding":false},{"id":469461,"name":"William La Cava","orcid":"0000-0002-1332-2960","position":2,"is_corresponding":false},{"id":14812,"name":"Jason H. Moore","orcid":"0000-0002-5015-1099","position":3,"is_corresponding":false},{"id":990730,"name":"Arkadiusz Sitek","orcid":"0000-0002-0677-4002","position":4,"is_corresponding":false},{"id":828379,"name":"Jarosław Wąs","orcid":"0000-0003-2964-745X","position":5,"is_corresponding":false},{"id":662096,"name":"Joost Wagenaar","orcid":"0000-0003-0837-7120","position":6,"is_corresponding":false},{"id":820107,"name":"Patryk Orzechowski","orcid":"0000-0003-3578-9809","position":0,"is_corresponding":true}],"reference_count":19,"raw_metadata":null,"created_at":"2026-07-19T00:31:53.559757Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}