Abstract: Constructing a feature segment-based ensemble can include generating a data structure for each element of an initial set of training data. Multiple strongly correlated features of the elements can be identified as well as weakly correlated features. For each strongly correlated feature, a feature segmentation training set can be generated, each training set's elements each containing one of the strongly correlated features and excluding other strongly correlated features. One or more machine learning algorithms can be selected from a software library. The one or more machine learning algorithms can be applied to the feature segmentation training sets to train multiple machine learning models. Each machine learning model that improves the predictive accuracy of the feature segment-based ensemble can be integrated in the feature segment-based ensemble.

Abstract: A method, a computer program product and a computer system refine Internet search recommendations. The method includes receiving a search input from a user. The method also includes receiving a plurality of sets of search results from respective search engines. Each search engine utilizes a respective type of search process. Each of the sets of the search results for a selected one of the search engines is prioritized according to the type of the search process. The method further includes applying respective weights to the search engines such that the sets of search results have a modified priority based on the weights. The weights are associated with the user. Finally, the method includes generating modified search results based on the sets of search results, the weights, and the modified priority.

Abstract: A foldable LED table lamp is provided. The foldable LED table lamp includes a base, an elongated holder, an elongated lamp body, an LED emitting element fixed in the lamp body, and a touch sensitive switch. The elongated holder has a first end hinged to the base and an opposing second. The elongated lamp body has a first end hinged to the second end of the holder. The lamp body is rotatable between a first position where the lamp body is substantially perpendicular to the holder and a second position where the lamp body is juxtaposed with and parallel with the holder. The touch sensitive switch is mounted on the base and is configured to control the LED emitting element.

Abstract: A foldable LED table lamp is provided. The foldable LED table lamp includes a base, an elongated holder, an elongated lamp body, an LED emitting element fixed in the lamp body, and a touch sensitive switch. The elongated holder has a first end hinged to the base and an opposing second. The elongated lamp body has a first end hinged to the second end of the holder. The lamp body is rotatable between a first position where the lamp body is substantially perpendicular to the holder and a second position where the lamp body is juxtaposed with and parallel with the holder. The touch sensitive switch is mounted on the base and is configured to control the LED emitting element.