Ensemble Feature Selection in Binary Machine Learning Classification: A Novel Application of the Evaluation Based on Distance from Average Solution (EDAS) Method

Dharyll Prince M. Abellana,1Robert R. Roxas,1Demelo M. Lao,1Paula E. Mayol,1and Sanghyuk Lee2 Abstract Combining filters in an ensemble to improve feature selection performance is a growing field in the literature. Current techniques, however, are focused on approaches that suffer from drawbacks such as sensitivity to skewed distribution, among others. To address this gap, this paper investigates the applicability of multiple criteria...

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Quotient Pseudo Hyper GR-algebras

Ramises Manzano, Jr.Gaudencio C. Petalcorin, Jr. Abstract A pseudo hyper GR-algebra is an algebraic structure involving two distinct hyperoperations. Properties of this hyper algebra have been studied and given illustrations. This paper focuses on the quotient structure of pseudo hyper GR-algebras. From an equivalence relation on a pseudo hyper GR-algebra H, we can define a congruence relation on H that is used in the constructionof the...

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RANGE FORECASTING OF AN ENDANGERED ISLAND ENDEMIC BIRD SPECIES
USING ENSEMBLE SPECIES DISTRIBUTION MODELING

Isabella Pauline Quijano1,2, Mary Joyce Flores1,2 and Chito Patiño1 ABSTRACT: Habitat and wildlife conservation is becoming more difficult to practice due to increasing human population growth, environmental degradation, and climate change. Fortunately, emerging developments in species mapping have become valuable conservation tools in predicting biological diversity trends and identifying important conservation areas. This study aimed to map...

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Delegative democratic attitude and public opinion on human rights: empirical evidence from the Philippines

Ronald A. Pernia & Rogelio Alicor L. Panao ABSTRACT Why do citizens in post-authoritarian democracies perceive that there is high respect for individual human rights in their country when objective indicators suggest differently? Drawing on multiple individual-level opinion data and using Philippines as an illustrative case, this study hypothesizes that delegative democratic attitude (DDA) (i.e. operationalized as support for...

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DELINEATING GROUNDWATER VULNERABILITY IN METRO CEBU USING
DRASTIC MODEL

Chito Patiño1, Florwilyn Cayson1, and Jao Hallen Bañados1 ABSTRACT: Metro Cebu’s groundwater sources, especially in the coastal areas, are already threatened because of excessive consumption, contamination, and saltwater intrusion. Rapid urban expansion has also inflated the inherent vulnerability of the metropolitan area’s groundwater sources in addition to the apparent shortage of the resource. Thus, solutions such as the utilization of...

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Explaining the High Political Trust in the Philippines: The Role of Citizens’ Subjective Health and Political Values

Ronald A. Pernia Abstract What accounts for the uptick of political trust in the Philippines? This study theorizes that individual subjective health combined with the extent of democratic (and nondemocratic political attitude) explains political trust in the Philippines. It hypothesizes that healthier authoritarian citizens are more likely to express favorable views towards political institutions because these individuals possess conservative...

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