In this paper we show an instance-based reasoning e-mail filtering model that outperforms classical machine learning techniques and other successful lazy learners approaches in the domain of anti-spam filtering.
In those days, my crowd thought a real car was an old Ford V8 with a stalk growing from the floor, and the restricted licenses levied what we considered proper sanction against lazy learners.
Different types of classifiers (trees, rules, lazy learners, Bayesian and functions) are tested on public available synthetic and empirical datasets belonging to the animal, plant, and fungus kingdoms.
Does technology make learners lazy (just enough and just-in-time), and does this encourage shallow learning?
In their book Education in Popular Culture, Alma Harris, Roy Fisher, Ann Harris, and Christine Jarvis analyzes the adult education aspects of this episode that portrays adult learners as "stupid and lazy".
These include several regression analysis techniques, neural networks, instance-based learners, tree/rule-based models, case-based reasoners, lazy learning, bayesian classifiers, support vector machines, and ensembles of learners (Jorgensen and Shepperd 2007; Shepperd and MacDonell 2012).
J48 is used as the base learner for each Classifier Chains model; the number of models is set to 10. 5) A lazy multi-label classification method based on the KNN (BRKNN) [ 21].
