I am a newbie of Mahout so please apologize me if I am asking something trivial. I would like to implement recommendations but the problem I am trying to address is not an easy one.
I have items with ratings that belong to different categories (let's call them CATA, CATB...). Users can receive recommendations just for the category they are in. There are thousands of categories but each category has just one hundred items in it.
so if User1 gave a 2 stars rate on an item in CATA and 3 stars in CATB, if User2 gave a 3 stars on the same item in CATA then when he is in CATB I want to obtain the recommendation.
Is it possible to achieve this easily? Can it run real time or should it be a batch processing?
I am not entirely sure what you are asking, but, I think you want to just run recommendations as normal, and ignore category entirely. Then, when you call Recommender.recommend(), pass in a Rescorer implementation which returns NaN for everything except the category you want to recommend from.
Related
I am dealing with CoreData, for training, I decided to create a small application for recording user income and expenses. CoreData tutorials all contain To-Do-List examples, and I haven't found any good examples that would help me.
// MARK: - Grammar
// I want to apologize for grammatical errors in the text. Unfortunately,
// English is not my native language, so in some places I used a translator.
If something is not clear, I will definitely try to explain it again.
When I began to think over how I would implement the application, I assumed that the most convenient way would be to save all user operations and make calculations in the application in the right places. So far, abstract, since It seems to me that this has little to do with the question, if you need to be more precise, I can provide a complete idea.
So, I'm going to save the user model, which will have the following data:
User operations (Operation type) - all operations will be saved, each operation includes the category for which the operation was performed, as well as the amount in currency.
User-selected categories (Category Type) - Categories that will be used for expenses or income when adding an operation.
Wallets (Type Wallet) - User's wallets, Everything is simple, the name, and the balance on it.
Budget Units (BudgetUnit Type) - These are user budgets, contains a category, and a budget for it. For example: Products - 10.000 $
When I started building dependencies in CoreData, I got a little strange behavior.
That is, the user has a relationship on the same category model as the Budget Unit and Operation. Something tells me that it won't work that way.
I want the user categories to be independent, he selected them, and I'm going to display them on the main screen, and each operation will have its own category model
In the picture above, the category model is used 3 times, the same model.
This is roughly how I represent the data structure that I would like to see. Different models have their own category model, independently of the others.
I think it could be implemented using 3 different models with the same values, but it seems to me that this approach is considered wrong.
So how do you properly implement the data model so that everything works as expected? I would be grateful for any help!
--- EDIT ---
As a solution to the problem, I can create multiple entities as Category (Example bellow)
But I don't know if this is good practice
I looked into several other open source projects and saw a solution to the problem.
I hope this helps someone in the future.
There is no need to save the categories for the user, you can simply save the categories in the application by adding the IsSelected and ID parameter to them in order to change these parameters when you select a category, and immediately understand which ones you need to display.
For budgets and operations (transactions) , we only need to save the category ID to immediately display the correct one.
For example:
Thanks #JoakimDanielson and #Moose for helping. It gave me a different view of the subject.
I've been looking for a solution for kindergarten teachers to submit daily student evaluations (different criteria) in Moodle. So far, the closest solution that I've found is the Attendance plugin.
Does anyone know of a plugin that allows the teacher to submit a daily evaluation?
Another option that I'm looking into is Moodle Competency, which can actually fit the need, however, it looks like competency is not cumulative ... if I can find a way to make it cumulative that will be awesome.
For example, one of the competencies we have is "able to read sentences" and the scale is "1 - non-developed", "2- being developed" and "3- fully developed". At any point, the teacher or school admin would like to know how competent the student is. In our case, if this is an indicator that is being responded daily, we should be able to take the average and be able to evaluate the student.
The competency framework (to my understanding) doesn't calculate the average, rather it relies on being rated by the teacher.
Any thoughts where I should continue to look?
Attendance could be a great solution to your needs.
It could be hidden to the ones acting like students (I'm not shure if the kindergarden kids be interested in see this, maybe their parents)
Attendance have a full compatibility with course grading.
It could be configured to have diferent percentaje of final grading, so far, you can use one attendance activity for have a registry for their personal clairliness, another to record assessment in math, one more to social assessment and so on.
Finally all users with minimun acces as teacher (or another role you defined: example: school administration, scholar control) Could have facilities to export every grading to spreadsheet.
I've several years using it in a similar way you are asking to.
I hope this helps you.
I have a unique problem and I'm not aware of any algorithm that can help me. Maybe someone on here does.
I have a dataset compiled from many different sources (teams). One field in particular is called "type". Here are some example values for type:
aple, apples, appls, ornge, fruits, orange, orange z, pear,
cauliflower, colifower, brocli, brocoli, leeks, veg, vegetables.
What I would like to be able to do is to group them together into e.g. fruits, vegetables, etc.
Put another way I have multiple spellings of various permutations of a parent level variable (fruits or vegetables in this example) and I need to be able to group them as best I can.
The only other potentially relevant feature of the data is the team that entered it, assuming some consistency in the way each team enters their data.
So, I have several million records of multiple spellings and short spellings (e.g. apple, appls) and I want to group them together in some way. In this example by fruits and vegetables.
Clustering would be challenging since each entry is most often 1 or two words, making it tricky to calculate a distance between terms.
Short of creating a massive lookup table created by a human (not likely with millions of rows), is there any approach I can take with this problem?
You will need to first solve the spelling problem, unless you have Google scale data that could allow you to learn fixing spelling with Google scale statistics.
Then you will still have the problem that "Apple" could be a fruit or a computer. Apple and "Granny Smith" will be completely different. You best guess at this second stage is something like word2vec trained on massive data. Then you get high dimensional word vectors, and can finally try to solve the clustering challenge, if you ever get that far with decent results. Good luck.
Hello all!
I have a question about where should the seats be assigned to keep track if it's booked for a showtime.
There is currently two way i thought of.
1) Assign the seats to the showtime instead of cinema. However this means that for each showtime it may have a different number of seats( which should not be true).
2) Check if the seat is assigned by accessing moviergoer->booking-> movieticket->seat number.
This method is tedious and uses more processing time. But i feel it's the right way as it will mean that the seats will be fixed.
I'm sorry if any other part of my diagram is wrongly drawn. However please guide me through this main question! I will be glad to get feedback for other part of my diagram too.
I really hope to learn more from this scenario.
Your design seems ok so far. Just a few observations:
you should remove the navigation in general since it does not add much value
the association from Booking to ShowTime seems superfluous as the Ticket already holds the needed information
re-think about duplicating cinema/movie:string in ShowTime as it adds unwanted redundancy
why do you have a <<use>> iso. an association in Review?
A seat is related to the cinema and the cinema offers show times. So 1) is ok.
Edit: You would map the ticket like this:
The both ID roles would map the ids in ShowTime and Seat. I would use an artificial integer for the seatID and likely some HHMM format for the showTimeID.
I am thinking of creating a web site, which lets people to rate restaurants. Since I don't have a database containing all the restaurants, this web site relies on user's inputs.
But there is a problem of this method, because people may use different word (name) to describe a same restaurant, but I don't want to create different entries inside the database, as they refer to the same restaurant.
For example, when describing KFC, somebody use the name "KFC", others may use "Kentucky Fried Chicken"
How can I make the system to automatically detect this? and give the user a list of existing items of the database.
This should quite similar to stackoverflow, which tells you "questions with similar title". But I don't know how to implement this.
You can't ... you have to create a list of the restaurant names and their "synonyms" and other possible spellings.
How can I make the system to automatically detect this?
The system doesn't know that "KFC" means "Kentucky Fried Chicken".
Make a map of synonyms, to let it know.
This should quite similar to stackoverflow, which tells you "questions with similar title"
It generally matches word-for-word. It may have an internal list of synonyms to deal with common cases.