Top 10 challenging problems in data mining

In a previous post, I wrote about the top 10 data mining algorithms, a paper that was published in Knowledge and Information Systems. The “selective” process is the same as the one that has been used to identify the most important (according to answers of the survey) data mining problems. The paper by Yang and Wu has been published (in 2006) in the International Journal of Information Technology & Decision Making. The paper contains the following problems (in no specific order):

  • Developing a unifying theory of data mining
  • Scaling up for high dimensional data and high speed data streams
  • Mining sequence data and time series data
  • Mining complex knowledge from complex data
  • Data mining in a network setting
  • Distributed data mining and mining multi-agent data
  • Data mining for biological and environmental problems
  • Data Mining process-related problems
  • Security, privacy and data integrity
  • Dealing with non-static, unbalanced and cost-sensitive data

I sometimes receive emails from master student or practitioners interested in data mining. The usual question is “What can I do as research in data mining?”. Of course, the answer depends on what you like and the opportunities of the moment. However, this paper can maybe give some hints on possible directions for research.

As usual, the “data mining automation process” issue is mentioned. It is worth noting that researchers argue that they need to find a way to automate data mining, while practitioners say that they can do it (for example KXEN). Finally, I think that one of the most important issue is pointed out by the following sentence in the paper:

“[…] they’re [data mining systems] unable to relate the results of mining to the real-world decisions they affect […]”

In my opinion, it is more subjective to rank top problems than top algorithms. Most people will certainly agree on the selected data mining algorithms. The question is more subjective regarding data mining problems since some of them may only be relevant to certain fields of research.

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394 Comments on Top 10 challenging problems in data mining

  1. V.Rajagopal on Wed, 10th Aug 2016 7:59 am
  2. Hi sir,

    Now I join MPhil .Please give me a one challenging research topic from datamining.

  3. R.Manimegalai on Sat, 13th Aug 2016 10:32 am
  4. Dear sir/madam,

    I am doing Ph.D I am planning to do research on big data classification Please suggest me the latest research topic on which i can start my work.

    Thank you sir.

  5. C. S. Udaya on Sat, 20th Aug 2016 10:02 am
  6. I joined Ph.D, my research topic is Datamining with big data. Please can you suggest me the research problem in this area, on which i can start my work

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  13. yashi garg on Tue, 20th Sep 2016 4:05 pm
  14. I want to do my PHD in Data Mining. Can you please suggest me some Research problems in this area and some research paper that would help me to write PHD Thesis proposal,please suggest the few problems.

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  35. ankush chauhan on Thu, 17th Nov 2016 10:20 am
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  61. Manimekalai on Mon, 6th Feb 2017 10:29 am
  62. I want to do my PHD in Data Mining. Can you please suggest me some Research problems in this area and some research paper that would help me to write PHD Thesis proposal,please suggest the few problems.

  63. Manimekalai on Mon, 6th Feb 2017 10:31 am
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  71. santhakumar on Mon, 6th Mar 2017 5:06 pm
  72. I want to do my PHD in Data Mining. Can you please suggest me some Research problems in this area and some research paper that would help me to write PHD Thesis proposal,please suggest the few problems.

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    Hi my names are Nathan MacDonald, i was really in financial difficulty which affected my life negatively and my company savings was seriously depleted and we needed help but no one could help us out even the company direct main bank could not even risk to help us because we were at bottom low. My life was a mess and my wife needed a devious, I almost went mad, then decided to look for one way or the other to revive my company but no one was willing to help until i got to know about a prestigious loan company Edward Jones Loan Finance, whom have helped a lot of aliening company in the past and assisted a lot of individual financial. So i decided to request for help and to my greatest surprise they were just as everybody were talking about. they helped me with my loan with a very low interest rate of 2% and now my life is back to normal and i still got back my wife and kids. Am very thankful with the help of Edward Jones Loan Finance and if you are looking for a way to get a loan for one means or an other , your best choice is Edward Jones Loan Finance and you can contact them via email : {Jonesloanfinance@yahoo.com} or Text +1(307) 241-3712

  81. Styen Mugins on Fri, 17th Mar 2017 10:50 am
  82. Apakah Anda membutuhkan pinjaman pribadi? Apakah perusahaan Anda, perusahaan atau industri memerlukan bantuan keuangan? Apakah Anda perlu pembiayaan untuk memulai bisnis Anda? Apakah Anda perlu pembiayaan untuk memperluas bisnis Anda? Kami memberikan pinjaman kepada individu yang tertarik yang mencari pinjaman dengan itikad baik. Apakah Anda serius membutuhkan kontak pinjaman mendesak kami di Email: exxonmobil191@outlook.com

    RINCIAN PINJAMAN APLIKASI
    1) Nama Lengkap: …………
    2) Sex: ……………..
    3) Umur: ……………………
    4) Negara: ……………..
    5) Nomor Telepon: ……..
    6) Pekerjaan: …………..
    7) Pendapatan Bulanan: ……
    8) Jumlah Pinjaman Dibutuhkan: …..
    9) Durasi Pinjaman: ……………
    10) Tujuan Pinjaman: ………..

    Anda mengirimkan ini ke perusahaan kami Alamat Email: exxonmobil191@outlook.com

    Terima kasih.

  83. aaminahrahman on Sat, 18th Mar 2017 9:10 am
  84. Apakah Anda seorang pebisnis atau wanita? Apakah Anda perlu dana untuk memulai bisnis Anda sendiri? Apakah Anda membutuhkan pinjaman untuk melunasi utang atau membayar tagihan Anda atau memulai bisnis yang baik, Membeli rumah atau mobil? “Kredit Investasi” penawaran? Kami menyediakan pinjaman konsolidasi utang,

      pinjaman bisnis

    , Pinjaman refinancing rumah

    , Kredit mobil

    , Pinjaman pribadi

    dan pinjaman perusahaan dengan bunga 2% per tahun. Apakah Anda dalam kekacauan finansial atau anda telah ditolak oleh bank dan ditipu? Kami menawarkan jenis berikut pinjaman dan banyak lagi

    persetujuan cepat

    cepat transfer dana,

    berlaku dengan kredit macet dan mendapatkan sukses

    hingga tingkat keberhasilan 95% ketika Anda mengajukan permohonan pinjaman di perusahaan kami; dari € 2.000,00 Minimum hingga maksimal € 9.000.000 Term Payment (1-30 tahun) untuk pembayaran, dengan Kelas dunia fasilitas standar dan memastikan bahwa dana yang masuk ke rekening bank Anda dalam 48 jam ke depan, kami menawarkan berikut. pinjaman kami baik diasuransikan untuk keamanan maksimum adalah prioritas kami. jika berminat, silakan Balas kepada kami melalui email di aaminahrahmanloancompany@gmail.com, BBpin = 58BDF056

  85. MARY WILLIAM on Mon, 20th Mar 2017 8:43 am
  86. Apakah Anda mencari pinjaman asli? saya ingin menggunakan kesempatan ini untuk menginformasikan semua orang bahwa Mrs Mary William pemberi pinjaman kredit swasta yang memberikan pinjaman kesempatan waktu hidup. Apakah Anda membutuhkan pinjaman mendesak untuk melunasi utang Anda atau Anda membutuhkan pinjaman untuk meningkatkan bisnis Anda? Anda telah ditolak oleh bank dan lembaga keuangan lainnya? Apakah Anda membutuhkan pinjaman konsolidasi atau hipotek? mencari lebih karena kami berada di sini untuk membuat semua masalah keuangan Anda sesuatu dari masa lalu. Kami meminjamkan dana kepada individu yang membutuhkan bantuan keuangan, yang memiliki kredit buruk atau membutuhkan uang untuk membayar tagihan, untuk berinvestasi di bisnis pada tingkat 2%. Saya ingin menggunakan media ini untuk memberitahu Anda bahwa kami memberikan bantuan yang handal dan penerima dan akan bersedia untuk menawarkan pinjaman. Jadi hubungi kami hari ini melalui email di:
    (marywilliam902@gmail.com) Jadi, jika Anda ingin mendapatkan pinjaman dari perusahaan saya Anda dapat menghubungi kami hari ini.

    Jumlah maksimum yang meminjamkan adalah 600,000,000.00 berikut ini
    Mata uang: Dollar Amerika Serikat, Euro dan Pound Inggris
    Terima kasih dan Tuhan memberkati Anda semua

  87. PATRICIA JAMES on Sat, 25th Mar 2017 4:11 pm
  88. Apakah Anda mencari pemberi pinjaman kredit asli? Anda berada di tempat yang tepat untuk solusi pinjaman Anda di sini! pemberi pinjaman kredit swasta yang memberikan pinjaman kesempatan waktu hidup. Apakah Anda membutuhkan pinjaman konsolidasi atau hipotek? mencari tidak lebih karena kami berada di sini untuk membuat semua masalah keuangan Anda sesuatu dari masa lalu. pinjaman untuk individu yang membutuhkan bantuan keuangan, yang memiliki kredit buruk atau membutuhkan uang untuk membayar tagihan, untuk berinvestasi dalam bisnis pada tingkat 2%. Saya ingin menggunakan media ini untuk memberitahu Anda bahwa kami memberikan bantuan handal dan penerima dan akan bersedia untuk menawarkan pinjaman. Jadi hubungi kami hari ini via email di:
    silahkan hubungi kami melalui e-mail melalui patriciajames205@gmail.com. Jadi jika Anda ingin mendapatkan pinjaman dari perusahaan saya Anda dapat menghubungi kami hari ini.
    Terima kasih

    Mrs Patricia James

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