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Smart Reasoning:

C&E

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Qaagi - Book of Why

Causes

Effects

more negative samples than positive samples ... the training setcausesclass imbalance problem

very small frequencyleadingto the class imbalance problem

by the large - scale network environment(passive) caused byclass imbalance problems

the forcesleadto the class imbalance problem

affected ) class samplesleadingto class imbalance problem

the minority ( affected ) class samplesleadingto class imbalance problem

The above data transformationcould usually resultin the class imbalance issue

by the scale variation(passive) caused bythe class imbalance issue

negative ( majority ) classleadingto severe class imbalance

by the low prevalence of the disease(passive) caused bya severe class imbalance

incomplete instances or features ... investigationscould leadto greater class imbalance

the new rest effectcausingclass balancing issues

This is since the lens hook is very thincauseserious class imbalance

the negative effectcausedwithin class imbalance

the biascauseddue to the class imbalance

of two(passive) is composedclass imbalance classification

just for people 60 and up(passive) are designedA Matter of Balance classes

you mentionwill eventually contributeto changing the class imbalance

capitalismcausesgross class imbalance

likelyto causeclass disruption

High school fires likelyto causeclass disruption

the childwas ... causingclass disruption

the use of cell phonescausesclass disruption

Sick teacherscauseclass disruption

The shirtscausedclass disruption

by mobile phones(passive) caused byclass disruption

This walkout is notto causeclass disruption

the threat ( evacuation or canceling of classes(passive) caused byclass disruption

Snowy Mountains Highway ... likelyto causeclass disruption

if a server increases max levelto will causeunbalance among classes

he was not allowed to rip it apartcausedclass disruption

some classes ... othersresultsin class imbalance

to rate good items onlyleadingto class imbalance

to rate things onlyleadingto class imbalance

Such changecan leadto class imbalance

somethingleadsto class imbalance

a lack of focus , impulsivity ,causingclass disruption

affected ) class samplesleadingto class imbalance

his / her transferdoes ... causeclass imbalance

whole volumeleadingto class - imbalance

to a bias towards the majority classleadsto a bias towards the majority class

to poor training resultsleadsto poor training results

problems later in the classification processcould causeproblems later in the classification process

to the instability in early trainingleadsto the instability in early training

in the serious casecausesin the serious case

features(passive) caused byfeatures

from gradual class evolutionresultingfrom gradual class evolution

in low sensitivity for the classifiersresultsin low sensitivity for the classifiers

the adverse effect(passive) caused bythe adverse effect

to suboptimal performanceleadsto suboptimal performance

the problems(passive) caused bythe problems

any performance changes(passive) caused byany performance changes

the problem(passive) is ... caused bythe problem

the problem(passive) caused bythe problem

to some troubles forleadsto some troubles for

their failures(passive) are caused bytheir failures

some of the issues we are having this seasonhas causedsome of the issues we are having this season

the difficulty of predictioncausingthe difficulty of prediction

a learning algorithminfluencesa learning algorithm

from a class distribution that is highly skewed toward a few classesresultsfrom a class distribution that is highly skewed toward a few classes

to wanting to play more classesdoes ... leadto wanting to play more classes

the choice of a suitable performance measureinfluencesthe choice of a suitable performance measure

the suboptimal classification performance(passive) caused bythe suboptimal classification performance

a more difficult learning issue than the real concept drift in our casescausesa more difficult learning issue than the real concept drift in our cases

to poor classification performancesmay leadto poor classification performances

the plausible bias(passive) caused bythe plausible bias

underestimation of minority classescauseunderestimation of minority classes

from low fatal rate and further disturbed prediction accuracy and sensitivityresultingfrom low fatal rate and further disturbed prediction accuracy and sensitivity

to some very unpredictable outcomes that need to be worked around all dependent on your teamleadsto some very unpredictable outcomes that need to be worked around all dependent on your team

by being latecausedby being late

in skipping steps in the processmay resultin skipping steps in the process

the model to be biased towards majority classcausesthe model to be biased towards majority class

to a " snow ball " effectleadsto a " snow ball " effect

to measure small mass in the sub - milligram rangesdesignedto measure small mass in the sub - milligram ranges

around collision detection from the ground upis designedaround collision detection from the ground up

around collision detection from the groundis designedaround collision detection from the ground

some frustration ... especially in PvP.can causesome frustration ... especially in PvP.

around collision detectionis designedaround collision detection

the " tabulate corals"--originatedthe " tabulate corals"--

from their useresultfrom their use

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Smart Reasoning:

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