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Preface Mathematicspossessesacentralimportanceinoursociety.Itshapesandinfluencesmanyar- eas of our daily life, from education and culture via technology and industry to physics and information science, and more. Most obvious and most closest examples to our experiences comprisethedesignandtheevaluationofinsuranceproductsandfinancingschemes,mobile wirelesscommunication,electronicdevicesforaglobalpositioningsystem,andmuchmore.In manyoftheseexamples,thecontributionofmathematicstothedevelopmentofthefunction- alitywasdecisive,andtherearebillionsofusers,buthardlyanybodynoticesthemathematics involvedanywhereinthefinalproduct.Indeed,thisphenomenonseemstobeevencharacter- istic for mathematics: its rôle in the development of a new technology or device is vital, but cannot be seen in the product itself. This is even more distinctive in intangible concepts and proceduresthathavebeenshapedbymathematics,likeencryptionproceduresthatmakepos- sible online banking, e-mail and the internet, or finance products that are adapted to special marketsituations.Mathematicsisimportantforthedevelopmentoftechnologyandindustry formanycenturiesandwillcontinuesoforever,andreal-worldproblemsinspireandacceler- atemathematicalresearchinmanyways. Buttherearealsofurther,immaterial,impactsofmathematicsonthesociety.Forexample, someexcitingdevelopmentsinmathematicsraisedinterestingphilosophicquestionsthatare at times discussed in public, like the question about the validity of proofs: how well must a proof be checked, such that one can agree that the assertion has been proved? This is even more difficult to decide for computer-aided proofs, the existence of which has gained quite somepopularity,atleastwithinthemathematicalcommunity(thinkofthefamousfour-colour problem, which says that four colours suffice for colouring a map without giving the same colour to any two neighbouring areas). Popularity even outside the community is enjoyed by questions about the quest for solutions to famous open problems like the Clay Millennium Problems (www.claymath.org/millennium-problems). Another much-discussed aspect is the general rôle of mathematics in education, as it inspires many people, including pupils, as a freetime-occupationandstimulatesthemtofurtherinvestigationoftheirown. Whenwetalkaboutmathematicsinsociety,thenwemeanmathematicsthathasaninfluence onthedailylifeofasubstantialpartofthepeople,ormathematicsthatisanintegralpartof oursocietyinoneoranotherway.Furthermore,wemeansuchkindofmathematicsthatcan bedoneonlybyaprofessionalmathematicalexpert.Wetalkaboutthesearchofnewconcepts, methods and proofs on a level that necessitates investigation by mathematical researchers (jointlywiththeeffortsofspecialistsoftheapplicationfield,ifnecessary). As we said at the beginning, much mathematical research whose results are decisive for the wealth of the society and for solutions to its problems is so well hidden that the public vi PREFACE does not know about it, often not even the scientifically interested layman. Likewise, several application fields are generally known, but not the way in which mathematics makes an im- portantcontribution.Therearemanyreasonsforthisunfortunatesituation.Oneisofcourse thatanunderstandingoftheproblemrequiressomeleastlevelofpreparatorytraininginthe application field, which the layman typically does not have. Another one, and may be the de- cisive one, is that the mathematics involved is quite abstract and specialised and needs even more training in mathematics. And a third main reason is the lack of expert people who are willingtotaketimeforexplainingthingsinawaythatthescientificallyinterestedlaymancan understand. This volume is an attempt to rectify the situation. It tells success stories about some im- portantexamplesofmathematicsinsociety:areal-worldproblemtobesolved,mathematical difficulties that the problem poses, and the rôle that mathematics plays in the solution. All these stories are written by eminent and experienced mathematicians, who shaped, and con- tinuetoshape,theapplicationfieldthattheydescribe.Thegoalwastocoveragreatdiversity ofapplicationareas,andtoexplainthingsonanon-technicallevel,suchthatthescientifically interestedlaymancantakehomequitesomemessage.Certainlyalsoprofessionals,boththose in mathematics and those in the application area, will greatly benefit. But, given that fifteen (rather diverse!) subjects are highlighted in this collection, nobody can be an expert in all of them,buteveryscientificallyinterestedwillfindsomethingthatsheorheisabletofollowand toenjoy. Itisalwaysdifficulttotalkaboutmathematicsanditsapplicationstoreal-worldproblems; even more, if readers without specialised education are addressed. The matter is generally difficult, the author’s and the reader’s background differ a lot, and also the readership is rather diverse: from expert mathematicians to mathematicians that work in other areas, and from experts on the application field to the layman who is just interested in science. All the authorsofthisvolumehavetriedtheirbesttoaddressatleastmorethanoneofthesegroups, andsomeofthemevenaimedatthelattertypeofreader,whichisdefinitelythemostdifficult task. Beingpassionatemathematicians,theauthorsofthiscollectioncertainlypresentalsoagreat deal of mathematical material; how else can you demonstrate its necessity and its benefits better?Itmaybetheaexcitingaspectofeachoftheessaysthattheauthors’personaltastes shinethroughthechoicesofthesubjects,throughthewaysofpresentationandthroughthe comments.Itisalwaysinterestingtolearnaboutthepersonalviewoftheexpertatthethings, evenmoreastheeditorialboardencouragedthecontributorstorevealsomeofthat,andmany oftheauthorsgratefullyusedtheopportunitytodoso. What are these application fields that we decided to present here? It was our purpose to present a most diverse collection of aspects and areas of mathematics that have shaped and continuetoshapeoursociety.Hereisasurvey. Let us begin with a fundamental question about the interaction between mathematics and the society: the question about how a mathematical expert should write about his field for the public, such that (s)he will be understood and reaches her/his readership – precisely the situationinwhichalltheauthorsofthisbookare!Readtheadvicesandentertainingexamples of how to do that and how one should not do that by George Szpiro! – We proceed with moreabstractapproachestothequestionhowmathematicsentersandinfluencessociety.The enormouscomputerpowerthatmankindisnowabletouseproducednewwaysofproduction of new mathematics, namely by computer-assisted proofs and by automated verification of PREFACE vii existing,complexproofsandfalsificationofconjectures.DonaldBaileyandJonathanBorwein present deep and recent thoughts about this new field called experimental mathematics, and touch also some fundamental questions like the one about when a proof can be considered valid. One of the reasons that mathematics is esteemed so high in our society is presumably its rôleintheeducationasasciencethatismostamenabletoteachingmethodologiesthatappeal tothenaturalwishofhumanstofindoutbyowndoing.Theconscienceforthisinoursociety is significantly increasing only for a few years, but it has lead to (and has been increased by) thefoundationofsciencecenters,hands-onmuseums,orevenspecialmathematicsmuseums. One of the most well-known educational centers of this kind (at least in Germany), the Math- ematikum, was founded some ten years ago in Gießen by our author Albrecht Beutelspacher. Inhiscontribution,hedescribesitsconceptandthereasonsforitssuccess.Furthermore,he givesanaccountonthehighlyinterestingquestion,whetherornottheinstitutionofallthese mathematicsmuseumswasworthwhileandhowtheychangedtheattitudeofthepopulation towardsmathematics. Let us proceed with application areas that have a notable random component. In finance, some few years ago, a big global crisis moved the world, and still the unspoken question re- mainsintheroom,whetherornotthecrisishappenedbecauseoftheworkofmathematicians orinspiteof it.ReadWalterSchachermayer’sopinionaboutthat!Healsoreportsontheinter- estinghistoryofthefirstapplicationsoftheBrownianmotiontofinancesomehundredyears ago.–Oneoftheubiquitouspartsofappliedmathematicsisthefieldofstatistics,whosegoal istheprobabilisticdescriptionofreal-worldphenomena.Intheresearchofcancer,nowadays manyapproachesmakeuseofanenormouslyhugeamountofcomplexdata.Asolutiontothe problemhowtoextractusefulinformationfromthesebigdataliesbynomeansinastrategy ofbrute-forcecomputingwithstrongerandstrongercomputerpower,butinthedevelopment ofmoreandmoresophisticatedstatisticalmethods,notablyhandlingthehigh-dimensionality ofthestructureinthedata.AadvanderVaartandWesselvanWieringengivesomeinsightin the mathematical aspects of these methods. – Another application field of statistics is filter- ingtheorywithinengineering.Thestoryofthismethodanditshistoricalsuccessesistoldby OferZeitouni.–Probabilityplaysalsoanimportantrôleinpopulationmodelswithapplication in biology. Especially in recent years, new models have been introduced that take care of the lateststateofunderstandingoftheevolutionofbiologicalpopulations.JeanBertoinpresents a pedagogical summary of some of the models that mathematical biologists work on most activelyatthemoment. One of the areas with the oldest, most immediate, and most discussed connections with mathematicsisphysics.AlreadytheancientGreeksdeeplythoughtaboutthelawsthatunderly all the matter and the mathematical way to describe them. By example of the Second Law of Thermodynamics and the concept of entropy, Jürg Fröhlich brings to the reader the spirit of the old quest for the understanding of fundamental laws that control a great deal of actions aroundus. Anotherlargeandclassicalpartofmathematics,eventheoldest,butstillverymodernand, onecansay,ubiquitousfieldisgeometry,whichismoreup-to-datethanonemightthink.Ac- tually,inarchitectureitplaysnowadaysanequallyactiverôleasthousandsofyearsago.More specifically, Hellmut Pottmann and Johannes Wallner concentrate on problems from discrete differentialgeometrythatanarchitecthastosolveif(s)heplanstodesignapieceoffreeform architecture. Many pictorial examples from the practice illustrate the interplay between the viii PREFACE mathematical theory and the intended form of the building. – While this article is about the geometry of objects that humans want to shape on their own, Christiane Rousseau concen- trates on those shapes that appear in natural morphologies, for example animals and plants, and follow rules of geometry that lead to beautiful and functional solutions. She brings the rulesunderlyingthenaturalshapingforcestothesurfaceandexplainswhysimilargeometric forms appear in most diverse connections in the nature. Striking relations with fascinating mathematicalobjectsliketheKochsnowflakeappearinanewcontext. Let us come to applications of mathematics in industry. First of all, does “industrial math- ematics” exist at all? One of the most experienced experts in this field, Helmut Neunzert, raises this question and extends it to the question “industrial mathematics versus academic mathematics”.Thisisonlyastartingpointforalarge-scalesurveyonthehistoryandthecur- rent situation in the relationship of mathematics, as is carried out in applied research, and industrial mathematics that is meant to solve explicit tasks, including a lot of philosophical considerationsandpersonalstatements!–Telecommunicationisaconcreteindustrialfieldin which mathematics has much to do and to say, and its contributions are enormously diverse and versatile. Holger Boche and Ezra Tampubolon concentrate on a particular question that is ubiquitous in the theory and praxis of data transmission and can be resolved only by an ingenious use of highly developed mathematics: how can one handle the huge differences in theamplitudeofthetransmissionofasignalbymeansofanorthogonaltransmissionscheme? They demonstrate that this annoying problem can be settled by use of some parts of mathe- maticsthatareconsideredtobequitepure,likeadditivecombinatorics,butalsomoreapplied disciplineslikefunctionalandharmonicanalysis. Informationsecurityposesseverechallengesforthesocietyofthefuture.Cryptographynow providesramifiedtechniquestodealwiththesechallenges.Itconstitutesawidefieldwhichis nowheavilybasedonmethodsfromavarietyofmathematicaldisciplines,notablycomplexity theoryandnumbertheory.ClausDiemexplorestheseconnections.Also,thelimitationsofthe mathematicalapproachtoreallifesecurityarecriticallyaddressed. Afieldthatwouldbenotguessedasafieldofmathematicalapplicationisthefieldofpoli- tics, more precisely, voting systems. Actually, there are hardly any two votes that are carried out under precisely the same set of rules, and slight changes in the voting rules can lead to surprisingchangesintheresult,andnotonlytheoretically.WernerKirschgivesaflavourofa mathematicalconceptofvotingsystems,itsbenefits,theeffectsthatitcontainsandthecon- clusionsthatonecandrawwithintheconcept.Theconsequencesofsometheoreticalresults forthesocietycanbeprettyimmediate,asheillustratesbymeansofhistoricalexamples. The reader might have noticed that a field that is generally thought to have high affinity tomathematicshasnotyet(oronlyonce,seetheabovementionedcontributiontostatistics) beenaddressed:handlingbigdata.Last,butnotleast,thereisalsooneessaydevotedtothis important subject, in the connection of investigation of the climate and the weather. Here it isnotpossibletomakeexperiments,onehastorelyonmathematicaldescriptionsandpredic- tions of the reality. Obviously, huge amounts of data are available, but the biggest problems come from the enormous span of scales of the meaning of the data. Jörn Behrens describes theestablishedmathematicalmodelsandmethodsingeoscience;inparticulartherôleofthe importantfieldofuncertainty:whatcanmathematicsdoifwenotevenknowtheprobability distributionoftheunknownquantitiesinourequation? This ends our small survey of the articles contained in this volume. Let me express my sincere thanks to the inspiring support of my colleagues that formed a awesome editorial PREFACE ix board: Jochen Brüning, Hans Föllmer, Michael Hintermüller, Dietmar Hömberg, Rupert Klein, GittaKutyniok,andKonradPolthier.Theirbroadexpertiseandoverviewhelpedalottoidentify a good choice of areas that should be contained in such a collection and experts that should be approached as authors for a book with such an intention. Let me also thank Claus Diem for careful reading and numerous hints and proposals, which led to a substantially better readabilityofseveralofthecontributions. I am also very grateful to the European Mathematics Society Publishing House and its staff, which was most helpful and flexible at every stage of the production. This book is part of theofficialdocumentsforthe7thEuropeanCongressofMathematics(7ECM),thequadrennial CongressoftheEuropeanMathematicalSociety,whichisorganisedatTechnischeUniversität BerlinonJuly18–22,2016. Berlin,May2016 WolfgangKönig Contents Preface v Thetruth,thewholetruthandnothingbutthetruth: Thechallengesofreportingonmathematics GeorgeG.Szpiro 1 Experimentalmathematicsinthesocietyofthefuture DavidH.BaileyandJonathanM.Borwein 7 Whatistheimpactofinteractivemathematicalexperiments? AlbrechtBeutelspacher 27 Mathematicsandfinance WalterSchachermayer 37 Statisticsinhighdimensions AadvanderVaartandWesselvanWieringen 51 Filteringtheory:Mathematicsinengineering,fromGausstoparticlefilters OferZeitouni 71 Mathematicalmodelsforpopulationdynamics:Randomnessversusdeterminism JeanBertoin 81 Thequestforlawsandstructure JürgFröhlich 101 Geometryandfreeformarchitecture HelmutPottmannandJohannesWallner 131 Somegeometriestodescribenature ChristianeRousseau 153 Mathematicsinindustry HelmutNeunzert 167 Mathematicsofsignaldesignforcommunicationsystems HolgerBocheandEzraTampubolon 185 xii CONTENTS Cryptology:Methods,applicationsandchallenge ClausDiem 221 AMathematicalviewonvotingandpower WernerKirsch 251 Numericalmethodsandscientificcomputingforclimateandgeosciences JörnBehrens 281 Authors 295 Index 297 The truth, the whole truth and nothing but the truth: The challenges of reporting on mathematics GeorgeG.Szpiro I would like to address the role and responsibility of the journalist who writes about mathe- matics,andalsosharesomepersonalexperienceswithyou. Inrecentyears,theattitudeofresearchmathematicianstowardsthepopularizationoftheir subject has undergone a change. While they previously jealously, and sometimes haughtily, guardedtheirworknearlyasasecretscience,theyhavenowbecomemoreattunedtothede- mandsofthegeneralpublic.Afterall,evenifmathematiciansrequirelessfundsthanscientists workinginotherfields,theystilldependonthetaxpayers‘support.Hence,thegeneralpublic deservestoknowwhatitisthatmathematiciansdo.AsJochenBrüning,oneoftheeditorsof this collection, pointed out, the change in attitude is apparent, for example, in the Notices of theAMS.Whileitusedtobearatherdrynewssheet,whichreportedmainlyonmeetingsand job openings, it has become a highly interesting and entertaining source of information. But incontrasttomathematiciansreportingenthusiasticallyabouttheirortheircolleagues‘work, journalists who write for mainstream publications have an important task as interpreters of theworks‘significance.Theymust,however,alwaysremainawarethattheyarenoexpertsin thefieldstheywriteabout.Acertainmeasureofhumblenessisrequiredontheirpartandthey must ask for help, even if their interlocutors may be unwilling, because they still prefer the protectednessoftheirivorytower. BeforeIcanevenbegintodiscusshowmathematicsshouldbereportedoninnewspapersor magazines,Imustfirstaddressahurdlethatneedstobeovercome.Thishurdlepresentsitself not in the form of reluctant readers, but rather in that of sceptical editors. When I proposed a monthly column on mathematics to the Neue Zürcher Zeitung (NZZ) am Sonntag, over a dozen years ago, I was unsure whether this idea would be accepted. I asked a prominent American colleague for his advice. He (if I write “he”, I may also refer to a woman) answered thatnewspapereditorsaregenerallyverycreativepeoplewhohaveturnedtowriting(instead of, say, the sciences) because they were often at odds with mathematics in school. This was thus the basis of their scepticism of everything mathematical. Now, I was fortunate and had willingeditors.And,tomypleasure,itturnedoutthatmanymorereaderswereinterestedin acolumnaboutmathematicsthaneitherIormyeditorshadexpected. Thequestionthatamathematicsjournalistmustaskhimselfconcernsasimplebutpowerful formula:thetruth,thewholetruthandnothingbutthetruth. Must a journalist who writes about mathematics follow this principle? At first glance, the question seems irrelevant, almost provocative. Of course the truth is a common good that should be a guiding principle for everyone – not just journalists – in all areas of life. In po- litical reporting, for example, it is undisputable that journalists are absolutely obligated to 2 GEORGEG.SZPIRO thetruth,thewholetruthandnothingbutthetruth.WhenIwearmyotherhat,thatofafor- eign correspondent for the NZZ, it goes without saying that I always make a strong effort to rigorouslyobserveallthreepartsofthismaxim. But is that which is self-evident for journalists in general also applicable to the field of mathematics? Before I try to answer this question, I will first pose another one. Assuming that the work of mathematics journalists is different from that of other reporters, should they perhaps let themselvesbeinspiredbyarticlesinmathematicsjournals?Inthiscase,theanswerisasimple one. It is a clear No – the requirements of an article written for a daily newspaper or weekly magazinearemuchdifferentfromthoseofanarticlewrittenforamathematicsjournal. An academic author of a journal article expects that the reader will carefully work his way through the article, even if this requires effort. The journalist, on the other hand, has to makeiteasyforthereader. Theacademicaimsatannouncingresultsthathavebeenproveninastrict,rigorousway;the journalistwantstoinform,butalsotoamusethereader. Ajournalarticlewillbecitedmanyyearsorevendecadeslater,andamistakeinanargument may be discovered even long after the article was written. Newspaper articles are usually forgottenafteraday,andalloftheirflawswiththem. Scientists only submit a manuscript for publication when they are sure that they cannot improve it further. Journalists usually have a publication date thrust upon them and are underpressuretomeeteditorialdeadlines. Usually, in a scientific journal, an author has as much space as needed, within reasonable limits.Inthenewspaper,onlylimitedspaceisavailable. Inthislimitedspace,anarticleonmathematicsshouldincludethefollowing:agoodtitle,an explanationoftheproblem,thehistoryoftheproblem,thebackgroundofthemathematician whopopularizedit,unsuccessfulattemptstosolvetheproblem,thepersonalityofthemath- ematicianwhoproducedtheproof,theprocedureusedtoarriveatthesuccessfulprooforat leasttheideabehindit,theimplicationofthetheoremandsomeapplications. This all has to be done within the space of 600, 1200, or, under the best of circumstances, 2500 words. Thus we arrive at the question of whether, under these circumstances the jour- nalistcan–orshould–allowhimselftobeledbytheprinciple“thetruth,thewholetruthand nothingbutthetruth.” Iwillmakeitclearfromthebeginning:asamathematicsjournalist,itisoftennotpossible to completely live up to this standard; quite frequently, it is not even possible to come close. In my newspaper articles about mathematics, I am myself guilty of transgressing against all three parts of this principle to a certain degree. Hence, the mathematics journalist is caught betweentwoworlds:theworldofeverydayreportingandtheworldofscientificjournals. Letusbeginwiththeexpectationsofreaderswhoareexpertsinthefield. Oneexample:IntheNZZ,Ioncewrotethat“theNavier-Stokesequationcanbeexactlysolved onlyinspecialcases[...]althoughapproximationscanbecalculatedusingcomputermodels, thenumericalmethodsareveryproblematic.”Thisledareadertosendalettertotheeditor: This could have been written in the Bild-Zeitung [a German tabloid newspaper]. Everymathematicsstudentknowsthat,ingeneral,differentialequationsarenot solvableinclosedformetc.,etc.

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Most books are stored in the elastic cloud where traffic is expensive. For this reason, we have a limit on daily download.