How to Explain Individual Classification Decisions

نویسندگان

  • David Baehrens
  • Timon Schroeter
  • Stefan Harmeling
  • Motoaki Kawanabe
  • Katja Hansen
  • Klaus-Robert Müller
چکیده

David Baehrens∗ [email protected] Timon Schroeter∗ [email protected] Technische Universität Berlin Franklinstr. 28/29, FR 6-9 10587 Berlin, Germany Stefan Harmeling∗ [email protected] MPI for Biological Cybernetics Spemannstr. 38 72076 Tübingen, Germany Motoaki Kawanabe† [email protected] Fraunhofer Institute FIRST.IDA Kekulestr.7 12489 Berlin, Germany

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Possibility of Extracting Rules That Govern Behavior and Decisions of OPEC Member Countries Using the GMDH Method

OPEC acts as a crude oil balancing producer and is an important player in the global energy equations. It is therefore important for us to identify the norms that govern OPEC’s behavior in different time periods. Understanding these norms will help us to explain and forecast the future decisions of this influential organization on the crude market. We use information about 20 factors that impac...

متن کامل

How confident are general dental practitioners in their decision to administer antibiotic prophylaxis? A questionnaire study

BACKGROUND Common dental procedures induce bacteremia. To prevent infectious complications from bacteremia in patients with specific medical conditions, antibiotic prophylaxis is considered. Recommendations are often unclear and ambiguous. In a previous study we reported wide variations in general dental practitioners' (GDPs') administrations of antibiotic prophylaxis. We hypothesized that with...

متن کامل

Machine Learning and Citizen Science: Opportunities and Challenges of Human-Computer Interaction

Background and Aim: In processing large data, scientists have to perform the tedious task of analyzing hefty bulk of data. Machine learning techniques are a potential solution to this problem. In citizen science, human and artificial intelligence may be unified to facilitate this effort. Considering the ambiguities in machine performance and management of user-generated data, this paper aims to...

متن کامل

Preferences with qualitative thresholds and methods for individual and collective decisions

In this paper, we propose a way to model preferences so agents base their decisions on beliefs and can reason about such preferences. This connection allows agents to build arguments about their preferences or to explain decisions, and update preferences as they review beliefs. We also discuss how agents can reach decisions and the role played by preferences in deliberation towards collective d...

متن کامل

Classification of EFL Students: EFL Teachers’ Criteria and a Case Study

Language learners have frequently been classified according to individual difference variables such as aptitude, personality, cognitive style, and motivation. However, a language teacher’s view seems to have been missing from such classifications. This exploratory research investigated whether and by which criteria Iranian EFL teachers classify their students. Based on preliminary interviews wi...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Journal of Machine Learning Research

دوره 11  شماره 

صفحات  -

تاریخ انتشار 2010