02858ntm a22005057i 4500 000719470 CZ-PrVSE 20250126140333.0 m d cr n|||||||||| 250126s2024 xr fsbm 000 0 eng d NEZPRACOVANÝ IMPORT ABA006 cze ABA006 ABA006 rda Colak, Bariscan ISIS:166840 dis Communication of Machine Learning Results Through Tabular Outputs eng Communication of machine learning results through tabular outputs / Bariscan Colak 2024 ?? stran : digital, PDF soubor Vedoucí práce: Tomáš Kliegr Diplomová práce (Ing.)—Vysoká škola ekonomická v Praze. Fakulta informatiky a statistiky, 2025 Obsahuje bibliografii Textový (vysokoškolská kvalifikační práce) Rok obhajoby 2025 The field of data mining constantly pursues the development of predictive models, crucial for various applications. While much emphasis is placed on improving the accuracy of these models, their comprehensibility to analysts and end-users is an often overlooked aspect. This thesis addresses this gap by presenting an empirical study that investigates the interpretability of alternative representation format, with a specific focus on decision trees and decision tables. In our research, decision trees are identified as challenging to read and understand, prompting the exploration of a solution. Motivated by the objective of enhancing model interpretability, we propose the development of a Python program designed to convert complex decision trees into more accessible decision tables. Decision tables, known for their clarity and ease of interpretation, emerge as a favorable alternative. Způsob přístupu: Internet information systems management [obor dipl. práce] diplomové práce fd132022 czenas master's theses eczenas Machine Learning Data Mining Decision Trees Decision Tables Kliegr, Tomáš ISIS:8484 ths Berka, Petr, 1959- jn20001103427 opn Vysoká škola ekonomická v Praze. Fakulta informatiky a statistiky kn20010709399 dgg https://insis.vse.cz/zp/86262/podrobnosti VŠKP v InSIS https://insis.vse.cz/zp/86262 Hlavní práce https://insis.vse.cz/zp/86262/posudek/vedouci Hodnocení vedoucího https://insis.vse.cz/zp/86262/posudek/oponent/83900 Oponentura https://insis.vse.cz/zp/86262/podrobnosti dc:identifier NEPOSILAT VSKP vse86262 250121 86262