Thistextbookbypassestheneedforadvancedmathematicsbyprovidingin-textcomputercode,allowingstudentstoexploreBayesiandataanalysiswithoutthecalculusbackgroundnormallyconsideredaprerequisiteforthismaterial.Now,studentscanusethebestmethodswithoutneedingadvancedmathematicaltechniques.Thisapproachgoesbeyond“frequentist“conceptsofp-valuesandnullhypothesistesting,usingthefullpowerofmodernprobabilitytheorytosolvereal-worldproblems.Thebookoffersafullyself-containedcourse,whichdemonstratesanalysistechniquesthroughoutwithworkedexamplescraftedspecificallyforstudentsinthebehavioralandneuralsciences.Thebookpresentstwogeneralalgorithmsthathelpstudentssolvethemeasurementandmodelselection(alsocalled“hypothesistesting“)problemsmostfrequentlyencounteredinreal-worldapplications.
DATA NEURAL SCIENCES WORLDPROBLEMS