Tekijä: Jan W. Owsiński; Jarosław Stańczak; Karol Opara; Sławomir Zadrożny; Janusz Kacprzyk Kustantaja: Springer Nature Switzerland AG (2022) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Jan W. Owsiński; Jarosław Stańczak; Karol Opara; Sławomir Zadrożny; Janusz Kacprzyk Kustantaja: Springer Nature Switzerland AG (2021) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Cezary Biele (ed.); Janusz Kacprzyk (ed.); Jan W. Owsiński (ed.); Andrzej Romanowski (ed.); Marcin Sikorski (ed.) Kustantaja: Springer (2021) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Guy de Trė; Przemysław Grzegorzewski; Janusz Kacprzyk; Jan W. Owsiński; Wojciech Penczek; Sławomir Zadrożny Kustantaja: Springer International Publishing AG (2018) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Krassimir T. Atanassov; Vassia Atanassova; Janusz Kacprzyk; Andrzej Kałuszko; Maciej Krawczak; Jan W. Owsiński; S Sotirov Kustantaja: Springer Nature Switzerland AG (2022) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Cezary Biele (ed.); Janusz Kacprzyk (ed.); Wiesław Kopeć (ed.); Jan W. Owsiński (ed.); Andrzej Romanowski (ed.); Sikorski Kustantaja: Springer (2022) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Agnieszka Jastrzębska; Jan W. Owsiński; Karol Opara; Marek Gajewski; Olgierd Hryniewicz; Mariusz Kozakiewicz; Sł Zadrożny Kustantaja: Springer (2023) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Cezary Biele (ed.); Janusz Kacprzyk (ed.); Wiesław Kopeć (ed.); Jan W. Owsiński (ed.); Andrzej Romanowski (ed.); Sikorski Kustantaja: Springer (2023) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Cezary Biele (ed.); Janusz Kacprzyk (ed.); Wiesław Kopeć (ed.); Jakub Możaryn (ed.); Jan W. Owsiński (ed.); And Romanowski Kustantaja: Springer (2024) Saatavuus: 05.09.2024
Tekijä: Agnieszka Jastrzębska; Jan W. Owsiński; Karol Opara; Marek Gajewski; Olgierd Hryniewicz; Mariusz Kozakiewicz; Sł Zadrożny Kustantaja: Springer International Publishing AG (2024) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Guy de Trė; Przemysław Grzegorzewski; Janusz Kacprzyk; Jan W. Owsiński; Wojciech Penczek; Sławomir Zadrożny Kustantaja: Springer International Publishing AG (2016) Saatavuus: Noin 17-20 arkipäivää
Tekijä: Krassimir T. Atanassov (ed.); Janusz Kacprzyk (ed.); Andrzej Kałuszko (ed.); Maciej Krawczak (ed.); Jan Owsiński (ed.); Sot Kustantaja: Springer (2017) Saatavuus: Noin 17-20 arkipäivää
Springer Sivumäärä: 153 sivua Asu: Pehmeäkantinen kirja Julkaisuvuosi: 2020, 14.08.2020 (lisätietoa) Kieli: Englanti
This book presents the bi-partial approach to data analysis, which is both uniquely general and enables the development of techniques for many data analysis problems, including related models and algorithms. It is based on adequate representation of the essential clustering problem: to group together the similar, and to separate the dissimilar. This leads to a general objective function and subsequently to a broad class of concrete implementations. Using this basis, a suboptimising procedure can be developed, together with a variety of implementations.
This procedure has a striking affinity with the classical hierarchical merger algorithms, while also incorporating the stopping rule, based on the objective function. The approach resolves the cluster number issue, as the solutions obtained include both the content and the number of clusters. Further, it is demonstrated how the bi-partial principle can be effectively applied to a wide variety of problems in data analysis.The book offers a valuable resource for all data scientists who wish to broaden their perspective on basic approaches and essential problems, and to thus find answers to questions that are often overlooked or have yet to be solved convincingly. It is also intended for graduate students in the computer and data sciences, and will complement their knowledge and skills with fresh insights on problems that are otherwise treated in the standard “academic” manner.