{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T17:15:06Z","timestamp":1775063706863,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"7-8","license":[{"start":{"date-parts":[[2025,1,27]],"date-time":"2025-01-27T00:00:00Z","timestamp":1737936000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,27]],"date-time":"2025-01-27T00:00:00Z","timestamp":1737936000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Research Projects of Civil Aviation Flight University of China","award":["PHD2023-058"],"award-info":[{"award-number":["PHD2023-058"]}]},{"name":"Sichuan Science and Technology Program of China","award":["2022ZYD0001"],"award-info":[{"award-number":["2022ZYD0001"]}]},{"name":"Humanities and Social Sciences Project of the Ministry of Education of China","award":["23YJA630114"],"award-info":[{"award-number":["23YJA630114"]}]},{"name":"Natural Science Foundation of Sichuan Province of China","award":["2024NSFSC0486"],"award-info":[{"award-number":["2024NSFSC0486"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["71971151"],"award-info":[{"award-number":["71971151"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2025,8]]},"DOI":"10.1007\/s13042-025-02532-0","type":"journal-article","created":{"date-parts":[[2025,1,26]],"date-time":"2025-01-26T21:48:58Z","timestamp":1737928138000},"page":"4627-4654","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Three-way class-specific attribute reducts based on three-way weighted combination-entropies"],"prefix":"10.1007","volume":"16","author":[{"given":"Lingyu","family":"Tang","sequence":"first","affiliation":[]},{"given":"Xianyong","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Jun","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Yanhong","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Zhixi","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,1,27]]},"reference":[{"key":"2532_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-011-3534-4","volume-title":"Rough sets: theoretical aspects of reasoning about data","author":"Z Pawlak","year":"1991","unstructured":"Pawlak Z (1991) Rough sets: theoretical aspects of reasoning about data. Springer, Netherlands"},{"key":"2532_CR2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.105466","volume":"193","author":"G Liu","year":"2020","unstructured":"Liu G, Feng Y, Yang J (2020) A common attribute reduction form for information systems. Knowl-Based Syst 193:105466","journal-title":"Knowl-Based Syst"},{"key":"2532_CR3","doi-asserted-by":"publisher","first-page":"1102","DOI":"10.1016\/j.ins.2022.08.044","volume":"610","author":"WP Ding","year":"2022","unstructured":"Ding WP, Qin TZ, Shen XJ, Ju HR, Wang HP, Huang JS, Li M (2022) Parallel incremental efficient attribute reduction algorithm based on attribute tree. Inf Sci 610:1102\u20131121","journal-title":"Inf Sci"},{"key":"2532_CR4","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1016\/j.ins.2021.12.119","volume":"589","author":"X Yang","year":"2022","unstructured":"Yang X, Li MM, Fujita H, Liu D, Li TR (2022) Incremental rough reduction with stable attribute group. Inf Sci 589:283\u2013299","journal-title":"Inf Sci"},{"key":"2532_CR5","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1016\/j.ins.2022.03.048","volume":"597","author":"XL Chu","year":"2022","unstructured":"Chu XL, Sun BZ, Chu XD, Wu JQ, Han KY, Zhang Y, Huang QC (2022) Multi-granularity dominance rough concept attribute reduction over hybrid information systems and its application in clinical decision-making. Inf Sci 597:274\u2013299","journal-title":"Inf Sci"},{"key":"2532_CR6","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1016\/j.cam.2016.07.012","volume":"318","author":"ME Cornejo","year":"2017","unstructured":"Cornejo ME, Medina J, Ram\u00edrez-Poussa E (2017) Attribute and size reduction mechanisms in multi-adjoint concept lattices. J Comput Appl Math 318:388\u2013402","journal-title":"J Comput Appl Math"},{"key":"2532_CR7","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1016\/j.ins.2018.07.065","volume":"507","author":"XD Yue","year":"2020","unstructured":"Yue XD, Chen YF, Miao DQ, Fujita H (2020) Fuzzy neighborhood covering for three-way classification. Inf Sci 507:795\u2013808","journal-title":"Inf Sci"},{"key":"2532_CR8","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1016\/j.ijar.2016.11.016","volume":"82","author":"H Ge","year":"2017","unstructured":"Ge H, Li LS, Xu Y, Yang CJ (2017) Quick general reduction algorithms for inconsistent decision tables. Int J Approx Reason 82:56\u201380","journal-title":"Int J Approx Reason"},{"key":"2532_CR9","doi-asserted-by":"publisher","first-page":"204","DOI":"10.1016\/j.ins.2017.09.007","volume":"422","author":"G Liu","year":"2018","unstructured":"Liu G, Hua Z, Zou J (2018) Local attribute reductions for decision tables. Inf Sci 422:204\u2013217","journal-title":"Inf Sci"},{"key":"2532_CR10","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.ijar.2018.09.005","volume":"103","author":"YY Yao","year":"2018","unstructured":"Yao YY (2018) Three-way decision and granular computing. Int J Approx Reason 103:107\u2013123","journal-title":"Int J Approx Reason"},{"key":"2532_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2024.112572","volume":"169","author":"SY Yang","year":"2025","unstructured":"Yang SY, Yuan Z, Luo C, Chen HM, Peng DZ (2025) Fuzzy multi-neighborhood entropy-based interactive feature selection for unsupervised outlier detection. Appl Soft Comput 169:112572","journal-title":"Appl Soft Comput"},{"key":"2532_CR12","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2023.110762","volume":"276","author":"Z Wang","year":"2023","unstructured":"Wang Z, Shi CJ, Wei L, Yao YY (2023) Tri-granularity attribute reduction of three-way concept lattices. Knowl-Based Syst 276:110762","journal-title":"Knowl-Based Syst"},{"key":"2532_CR13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2024.121613","volume":"691","author":"ZW Li","year":"2025","unstructured":"Li ZW, Guo R, Lin N, Lu T (2025) Local fuzzy rough attribute reduction for large-scale mixed data with limited missing labels based on local fuzzy self information. Inf Sci 691:121613","journal-title":"Inf Sci"},{"key":"2532_CR14","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2024.120900","volume":"677","author":"J Yang","year":"2024","unstructured":"Yang J, Qin XD, Wang GY, Zhang QH, Li S, Wu D (2024) Attribute reduction for hierarchical classification based on improved fuzzy rough set. Inf Sci 677:120900","journal-title":"Inf Sci"},{"key":"2532_CR15","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1016\/j.ins.2017.10.023","volume":"426","author":"D Boixader","year":"2018","unstructured":"Boixader D, Recasens J (2018) Reduction of attributes in averaged similarities. Inf Sci 426:117\u2013130","journal-title":"Inf Sci"},{"key":"2532_CR16","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/j.ijar.2018.12.013","volume":"106","author":"CZ Wang","year":"2019","unstructured":"Wang CZ, Shi YP, Fan XD, Shao MW (2019) Attribute reduction based on k-nearest neighborhood rough sets. Int J Approx Reason 106:18\u201331","journal-title":"Int J Approx Reason"},{"key":"2532_CR17","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/j.ins.2019.05.072","volume":"502","author":"L Sun","year":"2019","unstructured":"Sun L, Zhang XY, Qian YH, Xu JC, Zhang SG (2019) Feature selection using neighborhood entropy-based uncertainty measures for gene expression data classification. Inf Sci 502:18\u201341","journal-title":"Inf Sci"},{"key":"2532_CR18","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1016\/j.ins.2017.08.038","volume":"418\u2013419","author":"YY Yao","year":"2017","unstructured":"Yao YY, Zhang XY (2017) Class-specific attribute reducts in rough set theory. Inf Sci 418\u2013419:601\u2013618","journal-title":"Inf Sci"},{"key":"2532_CR19","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1016\/j.ijar.2018.11.014","volume":"105","author":"XA Ma","year":"2019","unstructured":"Ma XA, Zhao XR (2019) Cost-sensitive three-way class-specific attribute reduction. Int J Approx Reason 105:153\u2013174","journal-title":"Int J Approx Reason"},{"key":"2532_CR20","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1016\/j.ins.2018.03.049","volume":"450","author":"XA Ma","year":"2018","unstructured":"Ma XA, Yao YY (2018) Three-way decision perspectives on class-specific attribute reducts. Inf Sci 450:227\u2013245","journal-title":"Inf Sci"},{"key":"2532_CR21","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2024.109035","volume":"136","author":"XA Ma","year":"2024","unstructured":"Ma XA, Xu H, Liu Y, Zhang ZP (2024) Class-specific feature selection using fuzzy information-theoretic metrics. Eng Appl Artif Intell 136:109035","journal-title":"Eng Appl Artif Intell"},{"key":"2532_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2024.112212","volume":"300","author":"XA Ma","year":"2024","unstructured":"Ma XA, Lu KC (2024) Class-specific feature selection using neighborhood mutual information with relevance-redundancy weight. Knowl-Based Syst 300:112212","journal-title":"Knowl-Based Syst"},{"key":"2532_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.120455","volume":"229","author":"XA Ma","year":"2023","unstructured":"Ma XA, Xu H, Ju CH (2023) Class-specific feature selection via maximal dynamic correlation change and minimal redundancy. Expert Syst Appl 229:120455","journal-title":"Expert Syst Appl"},{"key":"2532_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2023.110366","volume":"143","author":"MAND Sewwandi","year":"2023","unstructured":"Sewwandi MAND, Li Y, Zhang J (2023) A class-specific feature selection and classification approach using neighborhood rough set and k-nearest neighbor theories. Appl Soft Comput 143:110366","journal-title":"Appl Soft Comput"},{"key":"2532_CR25","doi-asserted-by":"publisher","first-page":"840","DOI":"10.1016\/j.ins.2018.06.001","volume":"507","author":"XY Zhang","year":"2020","unstructured":"Zhang XY, Yang JL, Tang LY (2020) Three-way class-specific attribute reducts from the information viewpoint. Inf Sci 507:840\u2013872","journal-title":"Inf Sci"},{"key":"2532_CR26","doi-asserted-by":"publisher","first-page":"433","DOI":"10.1007\/s13042-020-01179-3","volume":"12","author":"XA Ma","year":"2021","unstructured":"Ma XA (2021) Fuzzy entropies for class-specific and classification-based attribute reducts in three-way probabilistic rough set models. Int J Mach Learn Cybern 12:433\u2013457","journal-title":"Int J Mach Learn Cybern"},{"issue":"3","key":"2532_CR27","first-page":"289","volume":"68","author":"GY Wang","year":"2005","unstructured":"Wang GY, Zhao J, An JJ, Wu Y (2005) A comparative study of algebra viewpoint and information viewpoint in attribute reduction. Fund Inform 68(3):289\u2013301","journal-title":"Fund Inform"},{"issue":"6","key":"2532_CR28","doi-asserted-by":"publisher","first-page":"704","DOI":"10.3390\/e23060704","volume":"23","author":"JC Xu","year":"2021","unstructured":"Xu JC, Qu KL, Yuan M, Yang J (2021) Feature selection combining information theory view and algebraic view in the neighborhood decision system. Entropy 23(6):704","journal-title":"Entropy"},{"key":"2532_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.120011","volume":"658","author":"ZW Li","year":"2024","unstructured":"Li ZW, Liu JM, Peng YC, Wen CF (2024) A novel method to information fusion in multi-source incomplete interval-valued data via conditional information entropy: Application to mutual information entropy based attribute reduction. Inf Sci 658:120011","journal-title":"Inf Sci"},{"key":"2532_CR30","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2022.108455","volume":"118","author":"LD Qu","year":"2022","unstructured":"Qu LD, He JL, Zhang GQ, Xie NX (2022) Entropy measure for a fuzzy relation and its application in attribute reduction for heterogeneous data. Appl Soft Comput 118:108455","journal-title":"Appl Soft Comput"},{"key":"2532_CR31","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/j.ijar.2022.05.011","volume":"148","author":"KY Liu","year":"2022","unstructured":"Liu KY, Li TR, Yang XB, Ju HR, Yang X, Liu D (2022) Hierarchical neighborhood entropy based multi-granularity attribute reduction with application to gene prioritization. Int J Approx Reason 148:57\u201367","journal-title":"Int J Approx Reason"},{"key":"2532_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2023.110947","volume":"279","author":"WH Xu","year":"2023","unstructured":"Xu WH, Yang YF (2023) Matrix-based feature selection approach using conditional entropy for ordered data set with time-evolving features. Knowl-Based Syst 279:110947","journal-title":"Knowl-Based Syst"},{"key":"2532_CR33","doi-asserted-by":"publisher","DOI":"10.1016\/j.fss.2023.108733","volume":"473","author":"LL Xie","year":"2023","unstructured":"Xie LL, Lin GP, Li JJ, Lin YD (2023) A novel fuzzy-rough attribute reduction approach via local information entropy. Fuzzy Sets Syst 473:108733","journal-title":"Fuzzy Sets Syst"},{"key":"2532_CR34","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2023.108949","volume":"160","author":"X Ji","year":"2023","unstructured":"Ji X, Li J, Yao S, Zhao P (2023) Attribute reduction based on fusion information entropy. Int J Approx Reason 160:108949","journal-title":"Int J Approx Reason"},{"key":"2532_CR35","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.109329","volume":"252","author":"C Luo","year":"2022","unstructured":"Luo C, Li TR, Chen HM, Lv JC, Yi Z (2022) Fusing entropy measures for dynamic feature selection in incomplete approximation spaces. Knowl-Based Syst 252:109329","journal-title":"Knowl-Based Syst"},{"key":"2532_CR36","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1016\/j.ins.2021.01.073","volume":"561","author":"H Zhang","year":"2021","unstructured":"Zhang H, Deng Y (2021) Entropy measure for orderable sets. Inf Sci 561:141\u2013151","journal-title":"Inf Sci"},{"key":"2532_CR37","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1016\/j.ins.2017.05.032","volume":"412\u2013413","author":"XY Zhang","year":"2017","unstructured":"Zhang XY, Miao DQ (2017) Three-layer granular structures and three-way informational measures of a decision table. Inf Sci 412\u2013413:67\u201386","journal-title":"Inf Sci"},{"issue":"2","key":"2532_CR38","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1142\/S0218488508005121","volume":"16","author":"YH Qian","year":"2008","unstructured":"Qian YH, Liang JY (2008) Combination entropy and combination granulation in rough set theory. Internat J Uncertain Fuzziness Knowl-Based Syst 16(2):179\u2013193","journal-title":"Internat J Uncertain Fuzziness Knowl-Based Syst"},{"issue":"3","key":"2532_CR39","doi-asserted-by":"publisher","first-page":"3514","DOI":"10.1109\/TNNLS.2022.3193929","volume":"35","author":"PF Zhang","year":"2024","unstructured":"Zhang PF, Li TR, Yuan Z, Luo C, Liu KY, Yang XL (2024) Heterogeneous feature selection based on neighborhood combination entropy. IEEE Trans Neural Netw Learn Syst 35(3):3514\u20133527","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"2532_CR40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119753","volume":"652","author":"JH Dai","year":"2024","unstructured":"Dai JH, Qi L, Zou XT, Zhang CC (2024) Feature selection based on fuzzy combination entropy considering global and local feature correlation. Inf Sci 652:119753","journal-title":"Inf Sci"},{"issue":"2","key":"2532_CR41","doi-asserted-by":"publisher","first-page":"150","DOI":"10.3390\/app7020150","volume":"7","author":"ZD Mu","year":"2017","unstructured":"Mu ZD, Hu JF, Min JL (2017) Driver fatigue detection system using electroencephalography signals based on combined entropy features. Appl Sci 7(2):150","journal-title":"Appl Sci"},{"issue":"2","key":"2532_CR42","doi-asserted-by":"publisher","first-page":"329","DOI":"10.21042\/AMNS.2017.2.00027","volume":"2","author":"J Wang","year":"2017","unstructured":"Wang J, Tang LY, Zhang XY, Luo YY (2017) Three-way weighted combination-entropies based on three-layer granular structures. Appl Math Nonlinear Sci 2(2):329\u2013340","journal-title":"Appl Math Nonlinear Sci"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-025-02532-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13042-025-02532-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-025-02532-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T05:28:43Z","timestamp":1757136523000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13042-025-02532-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,27]]},"references-count":42,"journal-issue":{"issue":"7-8","published-print":{"date-parts":[[2025,8]]}},"alternative-id":["2532"],"URL":"https:\/\/doi.org\/10.1007\/s13042-025-02532-0","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,27]]},"assertion":[{"value":"19 February 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 January 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 January 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no Conflict of interest to this work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"This article does not contain any studies with human participants or animals performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}