Predictive Analytics reality... · Bayesian statistics bayesian.org/Bayes-Explained ...

V I R T U A L R E A L I T Y

Predictive Analytics

2 0 1 7

© 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

T O P 2 0 O V E R A L L P R E D I C T I V E A N A L Y T I C S S C O R E S :

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.

T O P 2 0 I N E A C H R E S E A R C H A R E A :

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.

C O M P L E T E R E S U L T S B Y S U B J E C T :

ANOVA

anovaculinary.com/

AODE

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

Boltzmann machine

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/

Classification and regression tree

www.stat.wisc.edu/loh/treeprogs/guide/wires11.pdf

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

Decision tree learning

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

Eclat algorithm

Fuzzy clustering

home.deib.polimi.it/matteucc/Clustering/tutorial_html/cmeans.html

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

K-means algorithm

home.deib.polimi.it/matteucc/Clustering/tutorial_html/kmeans.html

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

Learning Vector Quantization

Linear classifier

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

Matrix LMS

www.matrixlms.com/www.matrixlms.com/info/planswww.matrixlms.com/info/features

Multinomial logistic regression

www.statisticssolutions.com/mlr/www.ats.ucla.edu/stat/spss/dae/mlogit.htm

Naive Bayes classifier

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

Recurrent neural network

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

Semi-supervised learning

pages.cs.wisc.edu/jerryzhu/pub/sslicml07.pdf

Server Management Software

Sift Science

siftscience.com/www.crunchbase.com/organization/sift-science

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

Spiking neural network

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 Construction

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 Desktop

store.steampowered.com/app/382110/www.youtube.com/watch?v=bjE6qXd6Itw

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 Receptionist Services

Virtual Receptionist Live 24/7 Service ...

Virtual Receptionist

OfficeEarth: Answering Service - 24/7 Virtual...officeearth.com/

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

Virtualization Software

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/

Wunderlist

www.wunderlist.com/

Xbox One Controller

www.xbox.com/en-US/xbox-one/accessories?controllers

Unit 19 / 1344 Gympie RoadAspley, QLD 4034 Australia+61 (0)7 3263 7576http://[email protected]