Predictive Analytics reality... · Bayesian statistics bayesian.org/Bayes-Explained ...
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V I R T U A L R E A L I T Y
Predictive Analytics
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© The Art of Service | www.theartofservice.com
TABLE OF CONTENTSTOP 20 OVERALL PREDICTIVE ANALYTICS SCORES
TOP 20 IN EACH RESEARCH AREA
COMPLETE RESULTS BY SUBJECT
This report evaluates technologies and applications in terms of their business impact, adoption rate and maturity level to help users decide where and when to invest.
The Predictive Analytics Scores - ordered on Forecasted Future Needs and Demand from High to Low - shows you its Predictive Analysis.
The Art of Service’s predictive model results enable businesses to discover and apply the most profitable technol-ogies and applications, attracting the most profitable customers, and therefore helping maximize value from their investments. The Predictive Analytics algorithm evaluates and scores technologies and applications.
The platform monitors over six thousand technologies and applications for months, looking for interest swings in a topic, concept, technology or application, not just a count of mentions. It then makes forecasts about the velocity of the interest over time, with peaks representing it breaking into the mainstream. Data sources include trend data, employment data, employee skills data, and signals like advertising spent, advertisers, search-counts, instruction and courseware available activity, patents, and books published.
Google Trends data for gauging mindshare and awareness, the numbers are relative to their maximum (100), meaning number 100 has maximum interest right now and number 50 has half the interest it had from its peak of 100.
Open employment opportunities on the date of this report for the subject. Indicator of the need of employers for this specific skill set and therefore their organization’s application of it in relation to the other subjects.
Number of practitioners and professionals which have the subject skill set and experience. Indicator of the need of employers (and availability of employees) for this specific skill set and therefore their organization’s applica-tion of it in relation to the other subjects.
How often a month a search is performed for the keyword/phrase: and indicator of interest in the subject.
This shows how many unique advertisers have appeared on this subject in the last 12 months. Indicator of the advertising being spent on the topic ergo investments being made to attract clients.
CPC: The average amount advertisers pay Google anytime someone clicks their own ad for this keyword. Indica-tor of the advertising being spent on the topic ergo investments being made to attract clients.
Patents issued for the specific subject. Indicator of R&D investments and innovation in the specific subject.
Number of in-print books that cover the subject. Indicator of the need for knowledge sharing and its availability.
Number of instruction and courseware available content that covers the subject. Indicator of the need for knowl-edge sharing and its availability.
Apriori algorithm
www3.cs.stonybrook.edu/cse634/lecture_notes/07apriori.pdfwww.youtube.com/watch?v=Hk1zFOMLTrw28 Aug 2014 ... My web page: www.imperial.ac.uk/people/n.sadawi.
Artificial neural network
neuralnetworksanddeeplearning.com/chap1.htmlpages.cs.wisc.edu/bolo/shipyard/neural/local.htmldatajobs.com/data-science-repo/Neural-Net-Carlos-Gershenson.pdfwww.doc.ic.ac.uk/nd/surprise_96/journal/vol4/cs11/report.html
Autoencoder
ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/deeplearning.net/tutorial/dA.htmlblog.keras.io/building-autoencoders-in-keras.htmldeeplearning4j.org/deepautoencoder.htmlwww.deeplearningbook.org/contents/autoencoders.htmlwww.jmlr.org/proceedings/papers/v27/baldi12a/baldi12a.pdf
Backpropagation
neuralnetworksanddeeplearning.com/chap2.htmlpage.mi.fu-berlin.de/rojas/neural/chapter/K7.pdfmattmazur.com/2015/03/17/a-step-by-step-backpropagation-example/www.youtube.com/watch?v=GlcnxUlrtek
Bayesian network
www.cs.ubc.ca/murphyk/Bayes/bnintro.htmlwww.norsys.com/tutorials/netica/secA/tut_A1.htmwww.eng.tau.ac.il/bengal/BN.pdf
Bayesian statistics
www.kevinboone.net/bayes.htmlbayesian.org/Bayes-Explainedwww.coursera.org/learn/bayesianblog.efpsa.org/2015/08/03/bayesian-statistics-why-and-how/people.math.umass.edu/lavine/whatisbayes.pdffaculty.washington.edu/kenrice/BayesIntroClassEpi515.pdf
Case-based reasoning
artint.info/html/ArtInt_190.htmlibug.doc.ic.ac.uk/media/uploads/documents/courses/syllabus-CBR.pdfengineering.purdue.edu/engelb/abe565/cbr.htmwww.iiia.csic.es/enric/papers/AICom.pdflink.springer.com/content/pdf/10.1007/BF00155578.pdfwww.cs.nott.ac.uk/pszrq/files/9FAICBR.pdfaitopics.org/topic/case-based-reasoningwww.aiai.ed.ac.uk/links/cbr.htmlwww.aiai.ed.ac.uk/project/cbr/
Cluster analysis
www-users.cs.umn.edu/kumar/dmbook/ch8.pdfdocuments.software.dell.com/statistics/textbook/cluster-analysiswww.statstutor.ac.uk/resources/uploaded/clusteranalysis.pdfwww.norusis.com/pdf/SPC_v13.pdfwww.statisticssolutions.com/cluster-analysis-2/www.jmp.com/support/help/Cluster_Analysis.shtmlwww.slideshare.net/jewelmrefran/cluster-analysis-15529464support.sas.com/rnd/app/stat/procedures/ClusterAnalysis.htmlwww.statmethods.net/advstats/cluster.html
Conditional Random Field
blog.echen.me/2012/01/03/introduction-to-conditional-random-fields/homepages.inf.ed.ac.uk/csutton/publications/crftut-fnt.pdf
Convolutional neural network
cs231n.github.io/convolutional-networks/deeplearning.net/tutorial/lenet.htmlufldl.stanford.edu/tutorial/supervised/ConvolutionalNeuralNetwork/neuralnetworksanddeeplearning.com/chap6.html
DBSCAN
scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.htmlscikit-learn.org/stable/auto_examples/cluster/plot_dbscan.htmlwww.aaai.org/Papers/KDD/1996/KDD96-037.pdfwww.youtube.com/watch?v=2yxM4zVVwiwcran.r-project.org/web/packages/dbscan/dbscan.pdfblog.dominodatalab.com/topology-and-density-based-clustering/www.naftaliharris.com/blog/visualizing-dbscan-clustering/www.cse.buffalo.edu/jing/cse601/fa12/materials/clustering_density.pdfiopscience.iop.org/article/10.1088/1755-1315/31/1/012012/pdf
Deep belief network
deeplearning.net/tutorial/DBN.htmlwww.cs.toronto.edu/hinton/nipstutorial/nipstut3.pdfwww.cs.toronto.edu/hinton/absps/fastnc.pdfcvn.ecp.fr/personnel/iasonas/course/DL5.pdfwww.youtube.com/watch?v=vkb6AWYXZ5Ideeplearning4j.org/deepbeliefnetwork.html
Deep learning
deeplearning.net/deeplearning.net/tutorial/www.technologyreview.com/s/513696/deep-learning/neuralnetworksanddeeplearning.com/chap6.htmlneuralnetworksanddeeplearning.com/www.udacity.com/course/deep-learning--ud730www.deeplearningbook.org/www.kdnuggets.com/2015/01/deep-learning-explanation-what-how-why.htmldeveloper.nvidia.com/deep-learning
E-Learning Platform
elearningindustry.com/choosing-online-learning-platform-makes-senseelearningindustry.com/creating-online-learning-platform-scratchmoodle.org/www.braincert.com/www.smartsparrow.com/platform/www.litmos.com/training-platform/online-e-learning-platform
Gaussian process regression
www.gaussianprocess.org/gpml/chapters/RW2.pdfwww.robots.ox.ac.uk/mebden/reports/GPtutorial.pdfscikit-learn.org/stable/modules/gaussian_process.htmlwww.inference.phy.cam.ac.uk/hmw26/papers/gp_intro.pdfwww.mathworks.com/help/stats/gaussian-process-regression-models.htmlwww.mathworks.com/help/stats/gaussian-process-regression.htmlwww.youtube.com/watch?v=4r463NLq0jU
Hidden Markov model
web.stanford.edu/jurafsky/slp3/8.pdfmlg.eng.cam.ac.uk/zoubin/papers/ijprai.pdfnature.com/articles/nbt1004-1315www.youtube.com/watch?v=TPRoLreU9lAstat.psu.edu/jiali/course/stat597e/notes2/hmm.pdf
Hierarchical clustering
www.econ.upf.edu/michael/stanford/maeb7.pdfwww.solver.com/xlminer/help/hierarchical-clustering-introwww.saedsayad.com/clustering_hierarchical.htm
Hierarchical temporal memory
numenta.com/learn/numenta.com/learn/applications-of-hierarchical-temporal-memory.htmlnumenta.com/learn/hierarchical-temporal-memory-white-paper.htmlnumenta.org/resources/HTM_CorticalLearningAlgorithms.pdfwww.youtube.com/watch?v=6ufPpZDmPKA
ID3 algorithm
www.cise.ufl.edu/ddd/cap6635/Fall-97/Short-papers/2.htmwww.youtube.com/watch?v=_XhOdSLlE5c
Inductive logic programming
www.doc.ic.ac.uk/shm/ilp.htmlwww.doc.ic.ac.uk/shm/Papers/ilp.pdfwww.cs.ox.ac.uk/activities/machinelearning/ilp_theory.htmlwww.sciencedirect.com/science/article/pii/0743106694900353people.csail.mit.edu/kersting/ecmlpkdd05_pilp/pilp.pdfmitpress.mit.edu/books/inductive-logic-programming
Lazy learning
www.gersteinlab.org/courses/545/07-spr/slides/DM_KNN.pptwww.mayagupta.org/publications/GarciaFeldmanGuptaSrivastava.pdfsites.google.com/site/seanzhuxf/research-1/lazy-algorithmonlinelibrary.wiley.com/doi/10.1002/int.20493/pdfibug.doc.ic.ac.uk/media/uploads/documents/courses/ml-lecture4.pdf
Linear regression
onlinestatbook.com/2/regression/intro.htmlwww.statisticssolutions.com/what-is-linear-regression/onlinecourses.science.psu.edu/stat501/node/250people.duke.edu/rnau/regintro.htmwww.stat.yale.edu/Courses/1997-98/101/linreg.htmstattrek.com/regression/linear-regression.aspx
Logistic regression
www.statisticssolutions.com/what-is-logistic-regression/www.medcalc.org/manual/logistic_regression.phpwww.ats.ucla.edu/stat/stata/dae/logit.htmonlinecourses.science.psu.edu/stat504/node/149data.princeton.edu/wws509/notes/c3.pdfwww.stat.cmu.edu/cshalizi/uADA/12/lectures/ch12.pdf
Multinomial logistic regression
www.statisticssolutions.com/mlr/www.ats.ucla.edu/stat/spss/dae/mlogit.htm
Naive Bayes
scikit-learn.org/stable/modules/naive_bayes.htmlwww.analyticsvidhya.com/blog/2015/09/naive-bayes-explained/
Perceptron
page.mi.fu-berlin.de/rojas/neural/chapter/K4.pdfcomputing.dcu.ie/humphrys/Notes/Neural/single.neural.htmlwww.willamette.edu/gorr/classes/cs449/Classification/perceptron.htmllcn.epfl.ch/tutorial/english/perceptron/html/learning.htmlperceptron.com/www.saedsayad.com/artificial_neural_network_bkp.htm
Q-learning
mnemstudio.org/path-finding-q-learning-tutorial.htmartint.info/html/ArtInt_265.htmlwww-s.acm.illinois.edu/sigart/docs/QLearning.pdfburlap.cs.brown.edu/tutorials/cpl/p3.htmlwww.jmlr.org/papers/volume5/evendar03a/evendar03a.pdfwww.gatsby.ucl.ac.uk/dayan/papers/cjch.pdfwww.youtube.com/watch?v=1XRahNzA5bE
Random forest
www.stat.berkeley.edu/breiman/RandomForests/cc_home.htmwww.quora.com/How-does-randomization-in-a-random-forest-workwww.youtube.com/watch?v=loNcrMjYh64
Restricted Boltzmann Machine
deeplearning4j.org/restrictedboltzmannmachine.htmldeeplearning.net/tutorial/rbm.htmlimage.diku.dk/igel/paper/AItRBM-proof.pdfwww.cs.toronto.edu/hinton/absps/guideTR.pdfwww.cs.toronto.edu/tijmen/pcd/pcd.pdf
Revel Systems POS
support.revelsystems.com/hc/en-usrevelsystems.com/pos-systems/type/restaurant/www.softwareadvice.com/retail/revel-profile/www.youtube.com/watch?v=VErEiqtwIiIwww.youtube.com/user/revelipadpos
ScreenSteps
www.screensteps.com/www.bluemangolearning.com/screensteps/downloads/www.bluemangolearning.com/screensteps/how-it-works.htmlwww.bluemangolearning.com/products/screenstepslive.com/registration/beginwww.screenstepslive.com/find_accountwpilib.screenstepslive.com/s/4485www.youtube.com/watch?v=km8w4M1ZYig
SLIQ
www.sliqtools.co.uk/play.google.com/store/apps/details?id=com.sliq.android.sliq&hl=enitunes.apple.com/au/app/sliq-free-voice-video-call/id1069720800?mt=8
Support vector machine
www.cs.columbia.edu/kathy/cs4701/documents/jason_svm_tutorial.pdfwww.svms.org/tutorials/Berwick2003.pdfscikit-learn.org/stable/modules/svm.html
Temporal difference learning
web.stanford.edu/group/pdplab/pdphandbook/handbookch10.htmlwww.scholarpedia.org/article/Temporal_difference_learningwww.tu-chemnitz.de/informatik/KI/scripts/ws0910/ml09_6.pdfwebdocs.cs.ualberta.ca/sutton/book/ebook/node60.html
Virtual Contact Center
searchcrm.techtarget.com/definition/virtual-call-centerwww.8x8.com/call-center/contact-centerVirtual Call Center 8x8, Inc. - 8X8.comwww.8x8.com/call-center/solutions/virtual-call-centervirtual-call-center.eu/www.vocalcom.com/en/virtual-call-center-software/
Virtual Data Room Software
datarooms.org/www.capterra.com/virtual-data-room-software/cloudnewsdaily.com/virtual-data-room/www.virtual-data-room.org/virtual-data-rooms.softwareinsider.com/www.ansarada.com/virtual-data-roomswww.securedocs.com/www.idealsvdr.com/www.box.com/collaboration/virtual-data-room
Virtual Data Room
datarooms.org/www.ansarada.com/virtual-data-roomscloudnewsdaily.com/virtual-data-room/www.box.com/collaboration/virtual-data-roomwww.capterra.com/virtual-data-room-software/www.intralinks.com/products/virtual-data-roomwww.idealsvdr.com/www.securedocs.com/
Virtual Dataroom
datarooms.org/www.ansarada.com/virtual-data-roomscloudnewsdaily.com/virtual-data-room/www.box.com/collaboration/virtual-data-roomwww.capterra.com/virtual-data-room-software/www.intralinks.com/products/virtual-data-roomwww.idealsvdr.com/www.securedocs.com/
Virtual Office
www.youngliving.com/en_AU/virtual-officeOfficeEarth: Answering Service - 24/7 Virtual...officeearth.com/
Virtual Practice
www.continuouscare.io/itunes.apple.com/us/app/virtual-practice-for-doctors/id648841439?mt=8play.google.com/store/apps/details?id=com.needstreet.health.hp&hl=enwww.lawadvisor.com/lawyer/case-tourwww.virtualpractices.co.uk/www.monash.edu/pharm/innovative-learning/spaces/virtual-environments
Virtual Process
www.virtual-process.com/stackoverflow.com/questions/5287549/multithreading-vs-virtual-process
Virtual School
virtualsc.org/www.flvs.net/www.gavirtualschool.org/www.ilvirtual.org/www.ilvirtual.org/students/New Jersey Virtual School / Homepagewww.njvs.org/Lawrence Virtual School / Homepagewww.lawrencevs.org/
Virtual Server
www.webopedia.com/TERM/V/virtual_server.htmlsearchnetworking.techtarget.com/definition/virtual-serverVirtual Servers - powered by IBM - OzHosting.comwww.techopedia.com/definition/27139/virtual-serverwww.youtube.com/watch?v=uP2yWJChApg
Virtual Speech Center
www.virtualspeechcenter.com/itunes.apple.com/us/developer/virtual-speech-center-inc./id455333785itunes.apple.com/au/app/quick-artic/id455333782?mt=8www.theraapp.com/www.facebook.com/virtualspeechcenter/
Virtual Tap
www.ixiacom.com/products/phantom-vtapsupport.ixiacom.com/products/virtual-tapwww.gigamon.com/products/gigavue-vmwww.slideshare.net/NetOpticsInc/what-is-a-virtual-tap
Virtual Terminal
www.paypal.com/au/webapps/mpp/virtual-terminalwww.merchantwarrior.com/virtualTerminal
Virtual Yard
virtualyard.com/itunes.apple.com/au/app/virtual-yard/id371967558?mt=8www.facebook.com/Virtual-Yardsale-223859310965498/www.facebook.com/Penns-Valley-Virtual-Yard-Sale-139036382801599/www.facebook.com/Long-Valley-Virtual-Yard-Sale-409263112502959/Virtual Yard Sale - Callahan/Northside Facebookwww.facebook.com/Virtual-Yard-Sale-CallahanNorthside-548666431922997/
Virtualization Manager
www.solarwinds.com/virtualization-manager/www.solarwinds.com/virtualization-management-software.aspxcdn.swcdn.net/creative/v9.0/pdf/datasheets/SW_VM_Datasheet.pdf
WizIQ Virtual Classroom
www.wiziq.com/Virtual_Classroom.aspxwww.wiziq.com/www.wiziq.com/Sign_In.aspxwww.wiziq.com/tutorials/virtual-classroomwww.youtube.com/watch?v=1QLtpq1tOFAwww.youtube.com/watch?v=KCoyucFRmIEitunes.apple.com/au/app/wiziq-virtual-classroom/id540018386?mt=8moodle.org/plugins/mod_wiziqmoodle.org/plugins/block_wiziqlivewww.getapp.com/industries-software/a/wiziq-virtual-classroom/
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