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Projecttitle/Jobpositiontitle:PhDFellowshipinDataminingofstreamtimeseries ResearchProject/ResearchGroupDescription.Timeseriesandstreamdatahavebeenlargelyworkedinthelastdecade,howeverthis is not the case of stream time series. Time series data streams can beconsideredasanon-stopdatasequence.Themostparadigmaticexampleisenergyconsumption:currentsmart-metersprovideameasureoftheenergyconsumptionwith a high frequency. Contrary tomost of the analysis of time serieswhere theobjective is to predict the next value in the series, our goal is to carry out dataminingtaskinthetimeseriesstream.Forinstance,weareinterestedindevelopingnew and efficient algorithms to carry out clustering and supervised classificationtasks in this typeofdata.The real applicationof these algorithms is varied: fromdetecting fraud intheuseofelectricity toanticipatingtodiseases inpatientswithheartproblems.Wewillapplythedevelopedalgorithmsinsomerealproblemfromacompany.ResearchGroup:MachineLearningThemachine learninggroupatBCAM is composedby3PhDstudents, 4Post-docresearchersandoneresearchlineleader.Theresearchershavealongstoryintheare of machine learning where they have published more than 100 journal ISIpapers in thebest journals in the field suchas:MachineLearning, IEEETrans.onPattern Analysis and Machine Intelligence, Pattern Recognition, IEEE Trans. onNueral Networks and Learning Systems, etc. They have also carried out manyresearch works in collaboration with companies in the application of machinelearningmethodstoproblemsinmedicine,weather,energy,bioinformatics,etc.JobPositiondescription.The PhD studentwithmeet regularly (everyweek)with the PhD supervisors. Thework tobedeveloped implies, reading, designingnewalgorithm,programming thealgorithmsandevaluating them innewproblems. Inaddition to that, it isexpectedshe/he to write scientific papers as well as to participate in conferences andworkshopsofthearea.Finally,inordertocomplementher/hisdevelopmentastayinaninternationalprestigiousresearchcenterwillbecarriedoutforaperiodofatleastthreemonths. GroupLeader:

Ø FullName:JoseA.LozanoØ Email:jlozano@bcamath.orgØ Researchgroupwebsite:

https://scholar.google.es/citations?user=lhzoWpwAAAAJ&hl=en&oi=ao

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INPhINITOffer:INPhINIT targets the most motivated PhD candidates by addressing the researchareas in which Spain excels: Bio and Health Sciences, Technology, Physics,Engineering and Mathematics.INPhINIT recruits per call 57 Early-StageResearchersofanynationality,whoenjoya3-yearemploymentcontractattheResearchCentreoftheirchoiceamongthoseselectedandawardedbytheSpanishMinistryofEconomyandCompetitiveness("SeveroOchoa"centresofexcellenceand"MariadeMaeztu"unitsofexcellence)andtheSpanishMinistryofHealth("CarlosIIIcentres of excellence"). In addition, researchers establish a personal careerdevelopment plan including trasnational, intersectoral and interdisciplinarymobility opportunities, and attend a full range of complementary trainingcoursesandworkshops."la Caixa" Foundation will select international candidates. Subsequently, theselectedcandidates,willproposetheResearchCentreandthepredoctoralpositioninwhichhe/shewouldliketodotheresearchproject.IfthereisagreementbetweentheCentre,thesupervisor(predoctoralresearcherwhopresentedtheposition)andthecandidate,thefellowshipwillbeawardedtothecandidate. Fellowshipprovisions:

- 3-yearscontract- Recruitment date: September / October 2018. January 2019 under

extraordinarycircumstances.- Fundingperfellow:115.092euros

o 104.400euros (34.800eurosperyear) includingsalary,employeesocial security contribution, income taxes and all compulsoryemployers’contributions.

o 10.692 euros (3.564 euros per year) for research costs such asconferencesandworkshopsattendance,short-stays,consumablesandintellectualpropertycosts,amongothers.

- PhDAwardof7.500euroswillbegrantedtoresearchersthatsubmittheirthesiswithin6monthsaftertheendofthefellowship.

- Complementarytrainingprogramme:o TechnologyTransferandEntrepreneurshipworkshopsbyOxentia.o ProfessionalandCareerDevelopmentsessionsbyVitae.o High‐qualityacademicandindustrialsecondments.o Participationinoutreachandsocialevents.

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HowtoApply1. Clickinhttps://hosts.lacaixafellowships.org/finder,clickinRESEARCH

CENTREandchoose“BasqueCenterforAppliedMathematics-BCAM”

2. Click in “SEARCH” and the displayable will list the positions offered

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3. Click in the selected PhD Offer and click in “START THE APPLICATION”

4. The system will open a new window with the application website https://www.lacaixafellowships.org/index.aspx. Click in “Please register” for new applicants.

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5. After the registration, the system will send to you the confirmation email and the link to access into the system. Now you are in the position to access into the application system. Please choose INPhINIT: Doctorate in Spanish Research Centre of Excellence

6. Nowyouare in theposition to fill theapplication form,upload the requireddocumentsandchoosetheprojectthesis.Tochoosetheprojectthesis,clickin“StudiestobePursued”,choosethecentreandtheposition

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Eligibilityrequirements

- Atthepublicationdateofthefinallistofselectedcandidates(29may2018),candidates must be in the first four years (full-time equivalent researchexperience) of their research careers and not yet have been awarded adoctoraldegree.

- Atthetimeofrecruitment,candidatesmustcomplywithoneofthefollowingoptions:

o TohavecompletedthestudiesthatleadtoanofficialSpanish(orfromanother country of the European Higher Education Area) universitydegreeawarding300ECTScredits, ofwhichat least60ECTScreditsmustcorrespondtomasterlevel.

o Tohavecompletedadegreeinanon-Spanishuniversitynotadaptedtothe European Higher Education Area that gives access to doctoralstudies. The verification of an equivalent level of studies to the onesmentionedabovewillbemadebytheuniversitywhentheadmissionprocedurestarts.

- Mobility Rule: Candidatesmustnothave residedor carriedout theirmainactivity(work,studies,etc.)inSpainformorethan12monthsinthe3yearsimmediately prior to the publication date of the final list of selectedcandidates(29may2018).Shortstayssuchasholidayswillnotbetakenintoaccountwhencalculatingthemobilityrequirement.

- DemonstrablelevelofEnglish(B2orhigher). EvaluationandselectionprocessINPhINIT aims to recruit excellent Early-Stage Researchers with very solidtheoreticalbackgrounds,withcuriosityandambition;withincipientskillstoexpressthemselves clearly and defend their ideas with creativity, independence andoriginality.Researchersmaybe focusedontheacademicsideorbemore industry-oriented.Theevaluationcriteriaandscoresdefinedtoachievethisgoalare:PHASE1-REMOTEEVALUATION:

- Academic record and CurriculumVitae (weight 50%): academicand/orprofessional curriculum in relation to the stage of the candidate’scareer;Motivation and statement of purpose (weight 30%): theoriginality, innovationandpotential impactof theproposedproject,andthechoiceoftheResearchCentrewillbeassessed;

- Letters of reference (weight 20%): reference letters supporting thecandidacywillbeassessed taking intoaccount the specificityof the contentwithregardtothecandidate’sprojectaswellastheprofileofthepeoplewhosignthem.

PHASE2-FACE-TO-FACESELECTION:

- Candidate’spotential(weight40%): inordertohaveageneralperceptionofthecandidate’spotential,expertswillpayattentionto“soft”skills,abilitytopresent easily a complex reasoning, teamworking; and capabilities such as

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independent reasoning, originality, entrepreneurship, leadership, amongothers.

- Motivation and statement of purpose (weight 30%): expertswill assesstheimpactoftheprojectforthecandidateandthesociety;projectinnovation,originality and feasibility; and candidate’s capabilities with regard to thescopeoftheproject.Academicbackgroundandtheoreticalfundamentals(weight 30%): experts will assess the consistency of the candidate’sacademicbackgroundandCVintheareachosentocarryoutthePhD.

Accordingtothenumberofapplicationsreceived,theremaybeapre-selectionphasebasedonthefinalacademicmarksobtainedfortheBachelorstudies.