TY - GEN
T1 - Hypothesis Testing of Spatial and Temporal Weighted Ordinal Logistic Regression
AU - Ohyver, Margaretha
AU - Purhadi, Purhadi
AU - Choiruddin, Achmad
N1 - Publisher Copyright:
© 2024 Copyright held by the owner/author(s).
PY - 2024/12/2
Y1 - 2024/12/2
N2 - Regression is one of the most popular statistical methods. One of the reasons for this popularity is that it can suggest which independent variable significantly affects the dependent variable. This suggestion helps decision-makers have an overview of current or past situations and compose important future actions. This research proposes Spatial and Temporal Weighted Ordinal Logistic Regression (STWOLR) as an extension of the regression method. STWOLR describes the relationships between ordinal dependent variable and a number of independent variables. In STWOLR, there are an estimated model, simultaneous test hypothesis, and partial hypothesis test. These three points are the general points that the researcher usually have when using regression as their analysis method. The objective of this research is to determine the form of simultaneous and partial tests for STWOLR using the maximum likelihood ratio test. At the end of this article, we have the statistics test and the rejection rule for both hypothesis tests.
AB - Regression is one of the most popular statistical methods. One of the reasons for this popularity is that it can suggest which independent variable significantly affects the dependent variable. This suggestion helps decision-makers have an overview of current or past situations and compose important future actions. This research proposes Spatial and Temporal Weighted Ordinal Logistic Regression (STWOLR) as an extension of the regression method. STWOLR describes the relationships between ordinal dependent variable and a number of independent variables. In STWOLR, there are an estimated model, simultaneous test hypothesis, and partial hypothesis test. These three points are the general points that the researcher usually have when using regression as their analysis method. The objective of this research is to determine the form of simultaneous and partial tests for STWOLR using the maximum likelihood ratio test. At the end of this article, we have the statistics test and the rejection rule for both hypothesis tests.
KW - Partial Hypothesis Test
KW - STWOLR
KW - Simultaneous Hypothesis Test
KW - Spatial
KW - Temporal
UR - https://www.scopus.com/pages/publications/85216081133
U2 - 10.1145/3686592.3686608
DO - 10.1145/3686592.3686608
M3 - Conference contribution
AN - SCOPUS:85216081133
T3 - ACM International Conference Proceeding Series
SP - 92
EP - 96
BT - ICoMS 2024 - Proceedings of 2024 7th International Conference on Mathematics and Statistics
PB - Association for Computing Machinery
T2 - 7th International Conference on Mathematics and Statistics, ICoMS 2024
Y2 - 23 June 2023 through 25 June 2023
ER -